What Tech Jobs Are Safe From AI? (2026 Data)

Updated March 2026 Based on 3649 roles assessed JobZone Score Methodology v3
What Tech Jobs Are Safe From AI?

If you work in tech, you're in the industry building AI — and the one most exposed to it. Across 🇺🇸 6.6M US workers in tech roles, 46% are in structurally safe GREEN zone positions. We assessed 326 roles across five domains (Cybersecurity, Development, Data, AI, and Cloud & Infrastructure), with an average JobZone Score of 39.5 out of 100.

The split isn't random. Tech roles involving physical infrastructure, security-critical trust, cutting-edge specialisation, or human judgement under pressure score well. Roles where the work is routine, screen-based, and follows predictable patterns don't. Below, we rank every tech role, compare the five domains, and help you identify where your skills sit on the spectrum.

🇺🇸 6.6M
US workers in tech
46%
of workers AI-safe
112/326
roles GREEN zone
🇺🇸 US Workforce Distribution: 6.6M Tech Workers
3.0M
1.1M
2.4M
GREEN 46% (3.0M) YELLOW 17% (1.1M) RED 37% (2.4M)
Based on BLS employment data · 326 roles across 5 domains

All 326 Tech Roles Ranked

Ranked by JobZone Score (highest resistance first). Covers Cybersecurity, Development, Data, AI, and Cloud & Infrastructure. Each role links to its full assessment.

# Role Score
1 Model Alignment Researcher (Mid-Level) 86.1 /100
2 AI Safety Researcher (Mid-Senior) 85.2 /100
3 Chief Information Security Officer (CISO) (Senior/Executive) 83.0 /100
4 AI Security Engineer (Mid-Level) 79.3 /100
5 OT/ICS Security Engineer (Mid-Level) 73.3 /100
6 AI Governance Lead (Mid-Level) 72.3 /100
7 AI Solutions Architect (Mid-Senior) 71.3 /100
8 Enterprise Security Architect (Principal) 71.1 /100
9 Chief Privacy Officer (Executive/C-Suite) 70.6 /100
10 Avionics Software Engineer (Mid-Senior) 70.6 /100
11 AI/ML Engineer — Cybersecurity (Mid-Level) 69.2 /100
12 LLM Engineer (Mid-Level) 69.2 /100
13 Automotive Software Engineer (Mid-Senior) 68.6 /100
14 ML/AI Engineer (Mid-Level) 68.2 /100
15 Senior Security Architect (Senior) 67.8 /100
16 Data Center Technician (Mid-Level) 67.3 /100
17 Chief Technology Officer (Executive) 67.0 /100
18 Cyber Security Architect (Senior) 66.8 /100
19 Solutions Architect (Senior) 66.4 /100
20 Foundation Model Engineer (Mid-Senior) 65.5 /100
21 Hardware Security Engineer (Mid-Level) 65.4 /100
22 Cybersecurity Professor (Senior) 65.0 /100
23 AI Agent Architect (Mid-Level) 65.0 /100
24 Reinforcement Learning Engineer (Mid-Level) 64.7 /100
25 Senior Cloud Security Architect (Senior) 64.6 /100
26 Deep Learning Engineer (Mid-Level) 64.6 /100
27 AI Auditor (Mid-Level) 64.5 /100
28 AI Red Teamer (Mid-Level) 64.2 /100
29 Multimodal AI Engineer (Mid-Level) 64.0 /100
30 Low-Latency/Trading Systems Developer (Mid-Senior) 63.7 /100
31 AI Agent Builder / Security Engineer (Mid-Level) 63.2 /100
32 Senior Security Consultant (Senior) 63.1 /100
33 Principal Cybersecurity Engineer (Senior IC) 62.8 /100
34 AI Risk Manager (Mid-Level) 62.8 /100
35 RTOS Developer (Mid-Senior) 62.8 /100
36 Cloud Security Architect (Senior) 62.7 /100
37 Computer and Information Systems Manager (Mid-to-Senior) 62.7 /100
38 Staff/Principal Software Engineer (Senior IC, 10+ Years) 62.0 /100
39 AI Research Engineer (Mid-Senior) 61.9 /100
40 SOC Manager (Senior) 61.8 /100
41 Bootloader Engineer (Mid-Senior) 61.4 /100
42 Digital Forensics Analyst (Mid-Level) 61.1 /100
43 Cybersecurity Data Scientist (Mid-Level) 60.7 /100
44 Railway Software Engineer (Mid-Level) 60.5 /100
45 BSP Engineer (Mid-Level) 60.2 /100
46 Explainability Engineer / XAI Engineer (Mid-Level) 60.1 /100
47 Senior Malware Analyst (Senior) 60.0 /100
48 Medical Device Software Engineer (Mid-Senior) 59.9 /100
49 Robotics Software Engineer (Mid-Level) 59.7 /100
50 Head of Data / Chief Data Officer (Senior/Executive) 59.7 /100
51 Third Party Risk Lead (Cyber) (Mid-to-Senior) 59.3 /100
52 Cyber Security Consultant (Senior) 58.7 /100
53 Senior Network Security Engineer (Senior) 58.5 /100
54 Senior Cloud Security Engineer (Senior) 58.2 /100
55 DevSecOps Engineer (Mid-Level) 58.2 /100
56 Automation Engineer — Industrial/Manufacturing (Mid-Level) 58.2 /100
57 Cybersecurity Manager (Mid-Senior) 57.9 /100
58 TLPT Manager (Mid-Senior) 57.9 /100
59 AI Ethics Officer (Mid-Level) 57.6 /100
60 Computer and Information Research Scientist (Mid-to-Senior) 57.5 /100
61 Automotive Cybersecurity Engineer (Mid-Level) 57.3 /100
62 Red Team Leader (Senior) 57.1 /100
63 Application Security Engineer (Mid-Level) 57.1 /100
64 Embedded Systems Developer (Mid-Level) 56.8 /100
65 Cybersecurity Lawyer (Mid-Senior) 56.5 /100
66 Forward-Deployed Engineer (Mid-Level) 55.8 /100
67 Cybersecurity Sales Engineer (Principal/Staff) 55.5 /100
68 Senior Software Engineer (7+ Years) 55.4 /100
69 Responsible AI Specialist (Mid-Level) 55.4 /100
70 DORA ICT Risk Officer (Mid-Level) 55.2 /100
71 Database Engineer (Mid-Level) 55.2 /100
72 EDA Tools Developer (Mid-to-Senior Level) 55.2 /100
73 Edge AI Engineer (Mid-Level) 55.2 /100
74 Applied AI Engineer (Mid-Level) 55.1 /100
75 Embedded Linux Developer (Mid-Senior) 54.7 /100
76 Purple Team Operator (Senior) 54.6 /100
77 IT Director (Mid-to-Senior) 54.5 /100
78 Malware Analyst / Reverse Engineer (Mid-Level) 54.4 /100
79 Firmware Engineer (Mid-Level) 54.1 /100
80 Cyber Crime Investigator (Mid-Senior) 54.0 /100
81 Product Security Engineer (Mid-Level) 54.0 /100
82 Cryptographer (Mid-Senior) 53.8 /100
83 Computer Network Architect (Mid-to-Senior) 53.7 /100
84 Cybersecurity Risk Manager (Mid-Senior) 52.9 /100
85 HPC Developer (Mid-Senior) 52.8 /100
86 Mechatronics Engineer (Mid-Level) 52.8 /100
87 Digital Architect (Mid-Level) 52.7 /100
88 Incident Response Specialist (Mid-Level) 52.6 /100
89 Cyber Security Researcher (Mid-Senior) 52.6 /100
90 AI Compliance Auditor (Mid-Level) 52.6 /100
91 AI Evaluation Specialist (Mid-Level) 52.4 /100
92 Payment Systems Engineer (Mid-Level) 52.4 /100
93 Systems Software Developer (Mid-Level) 51.7 /100
94 Compiler Engineer (Mid-Level) 51.6 /100
95 Network Security Engineer (Mid-Level) 51.5 /100
96 Security Software Developer (Mid-Level) 51.5 /100
97 Cloud Architect (Senior) 51.5 /100
98 IoT Security Specialist (Mid-Level) 51.4 /100
99 Data Architect (Mid-to-Senior) 51.2 /100
100 Data Protection Officer (Mid-Senior) 50.7 /100
101 Cloud Security Engineer (Mid-Level) 49.9 /100
102 Test Architect (Senior) 49.7 /100
103 Self-Service Kiosk Technician (Mid-Level) 49.7 /100
104 DSP/Signal Processing Engineer (Mid-Level) 49.5 /100
105 Generative AI Engineer (Mid-Level) 49.4 /100
106 Serverless Architect (Senior) 49.4 /100
107 Context Engineer (Mid-Level) 49.2 /100
108 Computer Vision Engineer (Mid-Level) 49.1 /100
109 AI Infrastructure Engineer (Mid-Level) 49.1 /100
110 Engine Programmer — Games (Mid-Senior) 48.7 /100
111 Compliance Manager (Senior) 48.2 /100
112 Enterprise Architect (Mid-to-Senior) 48.2 /100
113 Web Accessibility Engineer (Mid-Level) 47.6 /100
114 Senior Penetration Tester (7+ Years) 47.5 /100
115 Red Team Operator (Mid-Level) 47.5 /100
116 ML Platform Engineer (Mid-Senior) 47.5 /100
117 Senior SOC Analyst (Tier 3 / Lead) 47.1 /100
118 Cybersecurity Sales Engineer (Mid-Senior) 46.4 /100
119 Field Service Technician — IT (Mid-Level) 46.1 /100
120 Senior Security Analyst (Senior) 45.9 /100
121 Threat Hunter (Mid-Senior) 45.9 /100
122 Senior Data Scientist (Senior) 45.0 /100
123 AI Agent Orchestrator (Mid-Level) 44.8 /100
124 Security Engineer (Mid-Level) 44.6 /100
125 Cloud Governance Engineer (Mid-Senior) 44.5 /100
126 Security Auditor (Mid-Level) 44.4 /100
127 Incident & Intrusion Analyst (Mid-Level) 44.4 /100
128 Detection Engineer (Mid-Level) 44.3 /100
129 Quantitative Analyst (Mid-Senior) 43.7 /100
130 PKI Engineer (Mid-Level) 43.6 /100
131 Platform Engineer (Mid-Level) 43.5 /100
132 Knowledge Graph Engineer (Mid-Level) 43.3 /100
133 Privacy Officer (Mid-Senior) 43.2 /100
134 Kubernetes Platform Engineer (Mid-Senior) 42.7 /100
135 MLOps Engineer (Mid-Level) 42.6 /100
136 EPOS / Till Systems Engineer (Mid-Level) 42.2 /100
137 IAM Engineer (Mid-Level) 42.0 /100
138 Audio Software Engineer (Mid-Level) 41.8 /100
139 Security Code Auditor (Mid-Level) 41.7 /100
140 Netcode/Multiplayer Engineer (Mid-Senior) 41.7 /100
141 Simulation/Modelling Engineer (Mid-Level) 41.7 /100
142 CAD/CAM Software Developer (Mid-to-Senior Level) 41.7 /100
143 Firewall Engineer (Mid-Level) 41.7 /100
144 Computer, ATM, and Office Machine Repairer (Mid-Level) 41.5 /100
145 Quantitative Developer (Mid-Level) 41.3 /100
146 LLMOps Engineer (Mid-Level) 41.2 /100
147 Conversational AI Engineer (Mid-Level) 40.8 /100
148 Recommendation Systems Engineer (Mid-Level) 40.8 /100
149 Audio Programmer — Games (Mid-to-Senior) 40.5 /100
150 Incident Manager (Mid-Senior) 40.4 /100
151 Privacy Engineer (Mid-Level) 40.3 /100
152 Sales Engineer / Technical Sales Representative (Mid-Senior) 40.2 /100
153 Cyber Security Lecturer (Mid-Level) 39.9 /100
154 Infrastructure Engineer (Mid-Level) 39.4 /100
155 Wireless Network Engineer (Mid-Level) 39.0 /100
156 DORA Third-Party Risk Analyst (Mid-Level) 38.8 /100
157 Linux Systems Engineer (Mid-Senior) 38.8 /100
158 Mainframe Developer (Mid-Level) 38.7 /100
159 Bioinformatics Developer (Mid-to-Senior Level) 38.6 /100
160 Third Party Risk Lead (Cyber) (Mid-Level) 38.3 /100
161 DevTools Engineer (Mid-Senior) 38.0 /100
162 GIS/Geospatial Developer (Mid-Senior) 38.0 /100
163 Video/Streaming Engineer (Mid-Level) 37.8 /100
164 Graphics/Rendering Engineer (Mid-Level) 37.8 /100
165 AI Policy Analyst (Mid-Level) 37.7 /100
166 Wearable/IoT App Developer (Mid-Level) 37.6 /100
167 Database Architect (Mid-to-Senior) 37.6 /100
168 Backup and Disaster Recovery Engineer (Mid-Level) 37.5 /100
169 Virtual CISO / vCISO (Mid-to-Senior) 37.4 /100
170 Cyber Crime Analyst (Mid-Level) 37.1 /100
171 Photocopier / Printer Technician (Mid-Level) 36.7 /100
172 Active Directory/Identity Engineer (Mid-Level) 36.6 /100
173 Oracle PL/SQL Developer (Mid-Senior) 36.4 /100
174 NLP Engineer (Mid-Level) 36.3 /100
175 FinOps Engineer / Cloud Cost Specialist (Mid-Level) 36.3 /100
176 Network Engineer (Mid-Level) 36.3 /100
177 VoIP/Unified Communications Engineer (Mid-Level) 36.3 /100
178 Penetration Tester (Mid-Level) 35.6 /100
179 Data and AI Literacy Trainer (Mid-Level) 35.6 /100
180 FinTech Engineer (Mid-Level) 35.5 /100
181 Chaos Engineer (Mid-Senior) 35.2 /100
182 Supply Chain Security Analyst (Mid-Level) 34.9 /100
183 Cyber Security Specialist (Mid-Level) 34.8 /100
184 SAP/ABAP Developer (Mid-Senior) 34.8 /100
185 Cloud Economist (Mid-Level) 34.8 /100
186 Database Administrator (Senior) 34.8 /100
187 Data Product Manager (Mid-Level) 34.7 /100
188 Observability Engineer (Mid-Senior) 34.5 /100
189 Telecommunications Engineer (Mid-Level) 34.5 /100
190 Health Data Scientist (Mid-Level) 34.4 /100
191 Engineering Manager (Mid-Level) 34.3 /100
192 Decision Scientist (Mid-Level) 33.8 /100
193 AR/VR/XR Developer (Mid-Level) 33.7 /100
194 Operations Research Analyst (Mid-Level) 33.4 /100
195 IT Service Manager (Mid-to-Senior) 33.4 /100
196 SOC Analyst (Tier 2 / Mid-Level) 33.3 /100
197 Mobile Platform Engineer (Mid-Level) 33.1 /100
198 Cloud Migration Specialist (Mid-Level) 33.1 /100
199 Salesforce Developer (Mid-Senior) 32.7 /100
200 Storage Engineer (Mid-Level) 32.6 /100
201 Creative Developer (Mid-Level) 32.5 /100
202 Geospatial Data Scientist (Mid-Level) 32.5 /100
203 IT Operations Manager (Mid-Level) 32.2 /100
204 Tools Programmer — Games (Mid-Senior) 32.0 /100
205 Developer Advocate / DevRel (Mid-Level) 31.6 /100
206 Dynamics 365 Developer (Mid-Senior) 31.5 /100
207 Gameplay Programmer (Mid-Senior) 31.4 /100
208 Cyber Security Educator (Mid-Level) 31.2 /100
209 Conversational AI Designer (Mid-Level) 31.2 /100
210 PLM Developer (Mid-Level) 31.0 /100
211 Accessibility Tester (Mid-Level) 31.0 /100
212 Cyber Security Awareness Trainer (Mid-Level) 30.6 /100
213 ERP/SAP Consultant (Mid-Level) 30.6 /100
214 Database Reliability Engineer (Mid-Level) 30.5 /100
215 NoSQL Database Administrator (Mid-Senior) 30.5 /100
216 Threat Intelligence Analyst (Mid-Level) 30.4 /100
217 Site Reliability Engineer (Mid-Level) 30.3 /100
218 ServiceNow Developer (Mid-Level) 30.2 /100
219 SDN Engineer (Mid-Senior) 29.7 /100
220 SDK Developer (Mid-to-Senior Level) 29.6 /100
221 Data Reliability Engineer (Mid-Level) 29.5 /100
222 Pega Developer (Mid-Senior) 29.4 /100
223 Infrastructure-as-Code Engineer (Mid-Senior) 29.2 /100
224 ERP/CRM Developer (Mid-Level) 29.1 /100
225 Clinical Data Analyst (Mid-Level) 29.1 /100
226 Data Governance Specialist (Mid-Level) 29.0 /100
227 Agricultural Data Scientist (Mid-Level) 28.9 /100
228 SDET -- Software Development Engineer in Test (Mid-Level) 28.6 /100
229 Full-Stack Developer (Mid-Level) 28.6 /100
230 Technical Artist — Games (Mid-Senior) 28.6 /100
231 Game Developer (Mid-Level) 28.5 /100
232 Medtech Data Integrator (Mid-Level) 28.5 /100
233 Performance Test Engineer (Mid-Level) 28.4 /100
234 Computer Systems Analyst (Mid-Level) 28.2 /100
235 GRC Analyst (Mid-Level) 28.0 /100
236 Geospatial Data Engineer (Mid-Level) 27.8 /100
237 Data Engineer (Mid-Level) 27.8 /100
238 Fraud Analyst (Mid-Level) 27.7 /100
239 SOAR Engineer (Mid-Level) 27.6 /100
240 Cyber Essentials Auditor (Mid-Level) 27.4 /100
241 Salesforce Administrator (Mid-Level) 27.3 /100
242 Senior Data Analyst (Senior) 27.1 /100
243 Cloud Database Administrator (Mid-Senior) 27.1 /100
244 Blockchain/Web3 Developer (Mid-Level) 26.7 /100
245 Integration Engineer (Mid-Level) 26.4 /100
246 Desktop Support Technician (Mid-Level) 26.3 /100
247 Data Quality Engineer (Mid-Level) 26.2 /100
248 QA Automation Engineer (Mid-Level) 26.0 /100
249 Business Systems Analyst (Mid-Level) 25.9 /100
250 ServiceNow Administrator (Mid-Level) 25.9 /100
251 Localisation Engineer (Mid-Level) 25.8 /100
252 iOS Developer (Mid-Level) 25.8 /100
253 Generative BI and Insight Manager (Mid-Level) 25.7 /100
254 IT Compliance Analyst (Mid-Level) 25.5 /100
255 Sustainability Data Analyst (Mid-Level) 25.5 /100
256 GIS Analyst (Mid-Level) 25.5 /100
257 Data Loss Prevention Engineer (Mid-Level) 25.3 /100
258 Android Developer (Mid-Level) 25.3 /100
259 Cloud Engineer (Mid-Level) 25.3 /100
260 DataOps Engineer (Mid-Level) 24.7 /100
261 Systems Analyst (Mid-Level) 24.7 /100
262 Network Automation Engineer (Mid-Senior) 24.7 /100
263 Backend/API Developer (Mid-Level) 24.5 /100
264 Data Migration Engineer (Mid-Level) 24.4 /100
265 Security Tester (Mid-Level) 24.1 /100
266 Virtualization Engineer (Mid-Senior) 24.0 /100
267 Flutter Developer (Mid-Level) 23.9 /100
268 Power Platform Developer (Mid-Senior) 23.8 /100
269 Application Software Developer (Mid-Level) 23.6 /100
270 Mobile Developer (Mid-Level) 23.5 /100
271 Computer Occupations, All Other (Mid-Level) 23.5 /100
272 Synthetic Data Engineer (Mid-Level) 23.4 /100
273 Security Administrator (Mid-Level) 23.2 /100
274 Analytics Engineer (Mid-Level) 23.0 /100
275 Cyber Security Analyst (Mid-Level) 22.9 /100
276 People Analytics Specialist (Mid-Level) 22.4 /100
277 SharePoint Administrator (Mid-Level) 22.2 /100
278 Senior Systems Administrator (7+ years) 21.5 /100
279 Web Performance Engineer (Mid-Level) 20.7 /100
280 React Native Developer (Mid-Level) 20.6 /100
281 GitOps Engineer (Mid-Level) 20.4 /100
282 Data Scientist (Mid-Level) 19.0 /100
283 Big Data Specialist (Mid-Level) 18.6 /100
284 Design Systems Engineer (Mid-Level) 18.3 /100
285 Configuration Management Engineer (Mid-Level) 17.3 /100
286 RPA Developer (Mid-Senior) 17.1 /100
287 Vulnerability Management Analyst (Mid-Level) 16.7 /100
288 Business Intelligence Developer (Mid-Level) 16.7 /100
289 Database Administrator (Mid-Level) 16.7 /100
290 Exchange/Messaging Administrator (Mid-Level) 16.7 /100
291 Game Tester QA (Mid-Level) 16.4 /100
292 NOC Engineer (Mid-Level) 16.4 /100
293 Cloud Operations Engineer (Mid-Level) 16.3 /100
294 Systems Support Analyst (Mid-Level) 16.2 /100
295 Oracle DBA (Mid-Level) 16.0 /100
296 Computer Network Support Specialist (Mid-Level) 15.7 /100
297 IT Asset Manager (Mid-Level) 15.6 /100
298 Network Administrator (Mid-Level) 15.1 /100
299 Test Environment Manager (Mid-Level) 14.7 /100
300 Business Intelligence Analyst (Mid-Level) 14.2 /100
301 Shopify Developer (Mid-Level) 13.7 /100
302 Systems Administrator (Mid-Level) 13.7 /100
303 Localisation QA Tester (Mid-Level) 13.6 /100
304 Frontend Developer (Mid-Level) 13.5 /100
305 Database Developer (Mid-Level) 12.9 /100
306 Marketing Analyst (Mid-Level) 11.9 /100
307 Release/Build Engineer (Mid-Level) 11.7 /100
308 QA/Manual Tester (Mid-Level) 11.5 /100
309 Email Developer (Mid-Level) 11.3 /100
310 DevOps Engineer (Mid-Level) 10.7 /100
311 HubSpot Developer (Mid-Level) 10.5 /100
312 Growth Analyst (Mid-Level) 10.4 /100
313 Data Analyst (Mid-Level) 10.4 /100
314 Programmer (Mid-Level) 10.2 /100
315 Privacy Analyst (Entry/Junior) 9.7 /100
316 Web Developer (Mid-Level) 9.6 /100
317 IT Coordinator (Mid-Level) 9.5 /100
318 Junior Software Developer (Entry-Level) 9.3 /100
319 Product Analyst (Mid-Level) 8.3 /100
320 AI Data Trainer (Mid-Level) 7.9 /100
321 Prompt Engineer (Mid-Level) 7.9 /100
322 Help Desk Technician (Entry-Level) 7.8 /100
323 CMS Developer / WordPress Developer (Mid-Level) 7.1 /100
324 Junior Penetration Tester (Entry-Level) 6.4 /100
325 SOC Analyst (Tier 1 / Entry-Level) 5.4 /100
326 Vulnerability Tester / Scanner Operator (Entry-Level) 2.7 /100

Which Tech Jobs Are AI-Proof?

🇺🇸 4.1M US workers hold 259 of 326 tech roles that sit in the GREEN or YELLOW zone. They share traits that current AI systems cannot replicate — and that aren't changing in the next five years:

Physical Infrastructure

Network cabling, server racks, telecommunications equipment — tech roles that involve hands-on hardware work require physical presence. AI can't terminate fibre, swap a failed drive, or test an antenna on a rooftop.

Security Clearance & Trust

Cybersecurity and DevSecOps roles demand human accountability for decisions that affect organisations and national security. Incident response, threat hunting, and security architecture require trusted human judgement that can't be delegated to AI.

Cutting-Edge Specialisation

AI/ML engineers, AI safety researchers, and cryptographers work at the frontier of what's technically possible. They build and evaluate the AI systems themselves — work that by definition can't be outsourced to the tools they're creating.

Human Judgement Under Uncertainty

Architecture decisions, risk assessments, and incident response require weighing incomplete information against business context, regulatory requirements, and stakeholder needs — simultaneously and under pressure.

Safety by Tech Domain

Average JobZone Score by tech domain. Not all corners of tech face equal risk.

Tech Domain AI Resistance Scores
1
AI
56.0
2
Cybersecurity
49.0
3
Development
36.0
4
Cloud & Infrastructure
35.1
5
Data
28.6
# Domain Roles Avg JobZone Score
1 AI 39 56.0
2 Cybersecurity 91 49.0
3 Development 99 36.0
4 Cloud & Infrastructure 79 35.1
5 Data 40 28.6

AI leads with an average score of 56.0 across 39 roles. Data averages 28.6 — a gap of 27.4 points that reflects fundamental differences in how AI interacts with each field. The pattern holds: domains where work involves physical systems, security accountability, or frontier research score higher than those where the output is code or data that AI tools can already generate.

Top 20 Tech Specialisms by AI Resistance

The highest-scoring specialisms across all five tech domains. Each links to its full specialism page.

GREEN Zone: The Safest Tech Roles

🇺🇸 3.0M US workers hold 112 tech roles that score 48 or above on the JobZone Score, placing them in the GREEN zone. These roles combine the protective traits above — physical infrastructure, security trust, frontier specialisation, or high-stakes judgement — in ways that current AI cannot replicate.

1
Model Alignment Researcher (Mid-Level) GREEN (Accelerated)
86.1
2
AI Safety Researcher (Mid-Senior) GREEN (Accelerated)
85.2
3
Chief Information Security Officer (CISO) (Senior/Executive) GREEN (Accelerated)
83.0
4
AI Security Engineer (Mid-Level) GREEN (Accelerated)
79.3
5
OT/ICS Security Engineer (Mid-Level) GREEN (Transforming)
73.3
6
AI Governance Lead (Mid-Level) GREEN (Accelerated)
72.3
7
AI Solutions Architect (Mid-Senior) GREEN (Accelerated)
71.3
8
Enterprise Security Architect (Principal) GREEN (Transforming)
71.1
9
Chief Privacy Officer (Executive/C-Suite) GREEN (Transforming)
70.6
10
Avionics Software Engineer (Mid-Senior) GREEN (Stable)
70.6
11
AI/ML Engineer — Cybersecurity (Mid-Level) GREEN (Accelerated)
69.2
12
LLM Engineer (Mid-Level) GREEN (Accelerated)
69.2
13
Automotive Software Engineer (Mid-Senior) GREEN (Stable)
68.6
14
ML/AI Engineer (Mid-Level) GREEN (Accelerated)
68.2
15
Senior Security Architect (Senior) GREEN (Transforming)
67.8
16
Data Center Technician (Mid-Level) GREEN (Transforming)
67.3
17
Chief Technology Officer (Executive) GREEN (Stable)
67.0
18
Cyber Security Architect (Senior) GREEN (Transforming)
66.8
19
Solutions Architect (Senior) GREEN (Transforming)
66.4
20
Foundation Model Engineer (Mid-Senior) GREEN (Accelerated)
65.5
21
Hardware Security Engineer (Mid-Level) GREEN (Transforming)
65.4
22
Cybersecurity Professor (Senior) GREEN (Stable)
65.0
23
AI Agent Architect (Mid-Level) GREEN (Accelerated)
65.0
24
Reinforcement Learning Engineer (Mid-Level) GREEN (Accelerated)
64.7
25
Senior Cloud Security Architect (Senior) GREEN (Transforming)
64.6
26
Deep Learning Engineer (Mid-Level) GREEN (Accelerated)
64.6
27
AI Auditor (Mid-Level) GREEN (Accelerated)
64.5
28
AI Red Teamer (Mid-Level) GREEN (Accelerated)
64.2
29
Multimodal AI Engineer (Mid-Level) GREEN (Accelerated)
64.0
30
Low-Latency/Trading Systems Developer (Mid-Senior) GREEN (Stable)
63.7
31
AI Agent Builder / Security Engineer (Mid-Level) GREEN (Accelerated)
63.2
32
Senior Security Consultant (Senior) GREEN (Transforming)
63.1
33
Principal Cybersecurity Engineer (Senior IC) GREEN (Transforming)
62.8
34
AI Risk Manager (Mid-Level) GREEN (Accelerated)
62.8
35
RTOS Developer (Mid-Senior) GREEN (Stable)
62.8
36
Cloud Security Architect (Senior) GREEN (Transforming)
62.7
37
Computer and Information Systems Manager (Mid-to-Senior) GREEN (Transforming)
62.7
38
Staff/Principal Software Engineer (Senior IC, 10+ Years) GREEN (Transforming)
62.0
39
AI Research Engineer (Mid-Senior) GREEN (Accelerated)
61.9
40
SOC Manager (Senior) GREEN (Transforming)
61.8
41
Bootloader Engineer (Mid-Senior) GREEN (Transforming)
61.4
42
Digital Forensics Analyst (Mid-Level) GREEN (Transforming)
61.1
43
Cybersecurity Data Scientist (Mid-Level) GREEN (Accelerated)
60.7
44
Railway Software Engineer (Mid-Level) GREEN (Stable)
60.5
45
BSP Engineer (Mid-Level) GREEN (Transforming)
60.2
46
Explainability Engineer / XAI Engineer (Mid-Level) GREEN (Accelerated)
60.1
47
Senior Malware Analyst (Senior) GREEN (Transforming)
60.0
48
Medical Device Software Engineer (Mid-Senior) GREEN (Transforming)
59.9
49
Robotics Software Engineer (Mid-Level) GREEN (Transforming)
59.7
50
Head of Data / Chief Data Officer (Senior/Executive) GREEN (Transforming)
59.7
51
Third Party Risk Lead (Cyber) (Mid-to-Senior) GREEN (Transforming)
59.3
52
Cyber Security Consultant (Senior) GREEN (Transforming)
58.7
53
Senior Network Security Engineer (Senior) GREEN (Transforming)
58.5
54
Senior Cloud Security Engineer (Senior) GREEN (Transforming)
58.2
55
DevSecOps Engineer (Mid-Level) GREEN (Accelerated)
58.2
56
Automation Engineer — Industrial/Manufacturing (Mid-Level) GREEN (Transforming)
58.2
57
Cybersecurity Manager (Mid-Senior) GREEN (Transforming)
57.9
58
TLPT Manager (Mid-Senior) GREEN (Transforming)
57.9
59
AI Ethics Officer (Mid-Level) GREEN (Accelerated)
57.6
60
Computer and Information Research Scientist (Mid-to-Senior) GREEN (Transforming)
57.5
61
Automotive Cybersecurity Engineer (Mid-Level) GREEN (Transforming)
57.3
62
Red Team Leader (Senior) GREEN (Transforming)
57.1
63
Application Security Engineer (Mid-Level) GREEN (Transforming)
57.1
64
Embedded Systems Developer (Mid-Level) GREEN (Transforming)
56.8
65
Cybersecurity Lawyer (Mid-Senior) GREEN (Transforming)
56.5
66
Forward-Deployed Engineer (Mid-Level) GREEN (Transforming)
55.8
67
Cybersecurity Sales Engineer (Principal/Staff) GREEN (Transforming)
55.5
68
Senior Software Engineer (7+ Years) GREEN (Transforming)
55.4
69
Responsible AI Specialist (Mid-Level) GREEN (Accelerated)
55.4
70
DORA ICT Risk Officer (Mid-Level) GREEN (Transforming)
55.2
71
Database Engineer (Mid-Level) GREEN (Stable)
55.2
72
EDA Tools Developer (Mid-to-Senior Level) GREEN (Stable)
55.2
73
Edge AI Engineer (Mid-Level) GREEN (Transforming)
55.2
74
Applied AI Engineer (Mid-Level) GREEN (Accelerated)
55.1
75
Embedded Linux Developer (Mid-Senior) GREEN (Transforming)
54.7
76
Purple Team Operator (Senior) GREEN (Transforming)
54.6
77
IT Director (Mid-to-Senior) GREEN (Transforming)
54.5
78
Malware Analyst / Reverse Engineer (Mid-Level) GREEN (Transforming)
54.4
79
Firmware Engineer (Mid-Level) GREEN (Transforming)
54.1
80
Cyber Crime Investigator (Mid-Senior) GREEN (Transforming)
54.0
81
Product Security Engineer (Mid-Level) GREEN (Transforming)
54.0
82
Cryptographer (Mid-Senior) GREEN (Transforming)
53.8
83
Computer Network Architect (Mid-to-Senior) GREEN (Transforming)
53.7
84
Cybersecurity Risk Manager (Mid-Senior) GREEN (Transforming)
52.9
85
HPC Developer (Mid-Senior) GREEN (Transforming)
52.8
86
Mechatronics Engineer (Mid-Level) GREEN (Transforming)
52.8
87
Digital Architect (Mid-Level) GREEN (Transforming)
52.7
88
Incident Response Specialist (Mid-Level) GREEN (Transforming)
52.6
89
Cyber Security Researcher (Mid-Senior) GREEN (Transforming)
52.6
90
AI Compliance Auditor (Mid-Level) GREEN (Transforming)
52.6
91
AI Evaluation Specialist (Mid-Level) GREEN (Accelerated)
52.4
92
Payment Systems Engineer (Mid-Level) GREEN (Transforming)
52.4
93
Systems Software Developer (Mid-Level) GREEN (Transforming)
51.7
94
Compiler Engineer (Mid-Level) GREEN (Transforming)
51.6
95
Network Security Engineer (Mid-Level) GREEN (Transforming)
51.5
96
Security Software Developer (Mid-Level) GREEN (Transforming)
51.5
97
Cloud Architect (Senior) GREEN (Transforming)
51.5
98
IoT Security Specialist (Mid-Level) GREEN (Accelerated)
51.4
99
Data Architect (Mid-to-Senior) GREEN (Transforming)
51.2
100
Data Protection Officer (Mid-Senior) GREEN (Transforming)
50.7
101
Cloud Security Engineer (Mid-Level) GREEN (Transforming)
49.9
102
Test Architect (Senior) GREEN (Transforming)
49.7
103
Self-Service Kiosk Technician (Mid-Level) GREEN (Transforming)
49.7
104
DSP/Signal Processing Engineer (Mid-Level) GREEN (Transforming)
49.5
105
Generative AI Engineer (Mid-Level) GREEN (Accelerated)
49.4
106
Serverless Architect (Senior) GREEN (Transforming)
49.4
107
Context Engineer (Mid-Level) GREEN (Accelerated)
49.2
108
Computer Vision Engineer (Mid-Level) GREEN (Transforming)
49.1
109
AI Infrastructure Engineer (Mid-Level) GREEN (Transforming)
49.1
110
Engine Programmer — Games (Mid-Senior) GREEN (Transforming)
48.7
111
Compliance Manager (Senior) GREEN (Transforming)
48.2
112
Enterprise Architect (Mid-to-Senior) GREEN (Transforming)
48.2

YELLOW Zone: Augmented, Not Replaced

🇺🇸 1.1M US workers hold 147 tech roles that land in the YELLOW zone — scores between 33 and 47. These roles aren't disappearing, but AI is changing how the work gets done. Code assistants, automated testing, and AI-powered monitoring are already augmenting these disciplines. The professionals who integrate these tools effectively will be more productive. The ones who don't will face pressure.

1
Web Accessibility Engineer (Mid-Level) YELLOW (Urgent)
47.6
2
Senior Penetration Tester (7+ Years) YELLOW (Moderate)
47.5
3
Red Team Operator (Mid-Level) YELLOW (Moderate)
47.5
4
ML Platform Engineer (Mid-Senior) YELLOW (Urgent)
47.5
5
Senior SOC Analyst (Tier 3 / Lead) YELLOW (Moderate)
47.1
6
Cybersecurity Sales Engineer (Mid-Senior) YELLOW (Urgent)
46.4
7
Field Service Technician — IT (Mid-Level) YELLOW (Urgent)
46.1
8
Senior Security Analyst (Senior) YELLOW (Moderate)
45.9
9
Threat Hunter (Mid-Senior) YELLOW (Urgent)
45.9
10
Senior Data Scientist (Senior) YELLOW (Moderate)
45.0
11
AI Agent Orchestrator (Mid-Level) YELLOW (Urgent)
44.8
12
Security Engineer (Mid-Level) YELLOW (Urgent)
44.6
13
Cloud Governance Engineer (Mid-Senior) YELLOW (Urgent)
44.5
14
Security Auditor (Mid-Level) YELLOW (Urgent)
44.4
15
Incident & Intrusion Analyst (Mid-Level) YELLOW (Urgent)
44.4
16
Detection Engineer (Mid-Level) YELLOW (Urgent)
44.3
17
Quantitative Analyst (Mid-Senior) YELLOW (Urgent)
43.7
18
PKI Engineer (Mid-Level) YELLOW (Urgent)
43.6
19
Platform Engineer (Mid-Level) YELLOW (Urgent)
43.5
20
Knowledge Graph Engineer (Mid-Level) YELLOW (Urgent)
43.3
21
Privacy Officer (Mid-Senior) YELLOW (Urgent)
43.2
22
Kubernetes Platform Engineer (Mid-Senior) YELLOW (Urgent)
42.7
23
MLOps Engineer (Mid-Level) YELLOW (Urgent)
42.6
24
EPOS / Till Systems Engineer (Mid-Level) YELLOW (Urgent)
42.2
25
IAM Engineer (Mid-Level) YELLOW (Urgent)
42.0
26
Audio Software Engineer (Mid-Level) YELLOW (Urgent)
41.8
27
Security Code Auditor (Mid-Level) YELLOW (Urgent)
41.7
28
Netcode/Multiplayer Engineer (Mid-Senior) YELLOW (Moderate)
41.7
29
Simulation/Modelling Engineer (Mid-Level) YELLOW (Urgent)
41.7
30
CAD/CAM Software Developer (Mid-to-Senior Level) YELLOW (Moderate)
41.7
31
Firewall Engineer (Mid-Level) YELLOW (Urgent)
41.7
32
Computer, ATM, and Office Machine Repairer (Mid-Level) YELLOW (Moderate)
41.5
33
Quantitative Developer (Mid-Level) YELLOW (Urgent)
41.3
34
LLMOps Engineer (Mid-Level) YELLOW (Urgent)
41.2
35
Conversational AI Engineer (Mid-Level) YELLOW (Urgent)
40.8
36
Recommendation Systems Engineer (Mid-Level) YELLOW (Urgent)
40.8
37
Audio Programmer — Games (Mid-to-Senior) YELLOW (Moderate)
40.5
38
Incident Manager (Mid-Senior) YELLOW (Urgent)
40.4
39
Privacy Engineer (Mid-Level) YELLOW (Urgent)
40.3
40
Sales Engineer / Technical Sales Representative (Mid-Senior) YELLOW (Urgent)
40.2
41
Cyber Security Lecturer (Mid-Level) YELLOW (Urgent)
39.9
42
Infrastructure Engineer (Mid-Level) YELLOW (Urgent)
39.4
43
Wireless Network Engineer (Mid-Level) YELLOW (Moderate)
39.0
44
DORA Third-Party Risk Analyst (Mid-Level) YELLOW (Urgent)
38.8
45
Linux Systems Engineer (Mid-Senior) YELLOW (Urgent)
38.8
46
Mainframe Developer (Mid-Level) YELLOW (Urgent)
38.7
47
Bioinformatics Developer (Mid-to-Senior Level) YELLOW (Urgent)
38.6
48
Third Party Risk Lead (Cyber) (Mid-Level) YELLOW (Urgent)
38.3
49
DevTools Engineer (Mid-Senior) YELLOW (Urgent)
38.0
50
GIS/Geospatial Developer (Mid-Senior) YELLOW (Urgent)
38.0
51
Video/Streaming Engineer (Mid-Level) YELLOW (Urgent)
37.8
52
Graphics/Rendering Engineer (Mid-Level) YELLOW (Urgent)
37.8
53
AI Policy Analyst (Mid-Level) YELLOW (Urgent)
37.7
54
Wearable/IoT App Developer (Mid-Level) YELLOW (Moderate)
37.6
55
Database Architect (Mid-to-Senior) YELLOW (Moderate)
37.6
56
Backup and Disaster Recovery Engineer (Mid-Level) YELLOW (Urgent)
37.5
57
Virtual CISO / vCISO (Mid-to-Senior) YELLOW (Urgent)
37.4
58
Cyber Crime Analyst (Mid-Level) YELLOW (Urgent)
37.1
59
Photocopier / Printer Technician (Mid-Level) YELLOW (Moderate)
36.7
60
Active Directory/Identity Engineer (Mid-Level) YELLOW (Urgent)
36.6
61
Oracle PL/SQL Developer (Mid-Senior) YELLOW (Urgent)
36.4
62
NLP Engineer (Mid-Level) YELLOW (Urgent)
36.3
63
FinOps Engineer / Cloud Cost Specialist (Mid-Level) YELLOW (Urgent)
36.3
64
Network Engineer (Mid-Level) YELLOW (Urgent)
36.3
65
VoIP/Unified Communications Engineer (Mid-Level) YELLOW (Urgent)
36.3
66
Penetration Tester (Mid-Level) YELLOW (Urgent)
35.6
67
Data and AI Literacy Trainer (Mid-Level) YELLOW (Urgent)
35.6
68
FinTech Engineer (Mid-Level) YELLOW (Urgent)
35.5
69
Chaos Engineer (Mid-Senior) YELLOW (Urgent)
35.2
70
Supply Chain Security Analyst (Mid-Level) YELLOW (Urgent)
34.9
71
Cyber Security Specialist (Mid-Level) YELLOW (Urgent)
34.8
72
SAP/ABAP Developer (Mid-Senior) YELLOW (Urgent)
34.8
73
Cloud Economist (Mid-Level) YELLOW (Urgent)
34.8
74
Database Administrator (Senior) YELLOW (Moderate)
34.8
75
Data Product Manager (Mid-Level) YELLOW (Urgent)
34.7
76
Observability Engineer (Mid-Senior) YELLOW (Urgent)
34.5
77
Telecommunications Engineer (Mid-Level) YELLOW (Urgent)
34.5
78
Health Data Scientist (Mid-Level) YELLOW (Urgent)
34.4
79
Engineering Manager (Mid-Level) YELLOW (Moderate)
34.3
80
Decision Scientist (Mid-Level) YELLOW (Urgent)
33.8
81
AR/VR/XR Developer (Mid-Level) YELLOW (Urgent)
33.7
82
Operations Research Analyst (Mid-Level) YELLOW (Urgent)
33.4
83
IT Service Manager (Mid-to-Senior) YELLOW (Urgent)
33.4
84
SOC Analyst (Tier 2 / Mid-Level) YELLOW (Urgent)
33.3
85
Mobile Platform Engineer (Mid-Level) YELLOW (Urgent)
33.1
86
Cloud Migration Specialist (Mid-Level) YELLOW (Urgent)
33.1
87
Salesforce Developer (Mid-Senior) YELLOW (Urgent)
32.7
88
Storage Engineer (Mid-Level) YELLOW (Urgent)
32.6
89
Creative Developer (Mid-Level) YELLOW (Moderate)
32.5
90
Geospatial Data Scientist (Mid-Level) YELLOW (Urgent)
32.5
91
IT Operations Manager (Mid-Level) YELLOW (Urgent)
32.2
92
Tools Programmer — Games (Mid-Senior) YELLOW (Urgent)
32.0
93
Developer Advocate / DevRel (Mid-Level) YELLOW (Urgent)
31.6
94
Dynamics 365 Developer (Mid-Senior) YELLOW (Urgent)
31.5
95
Gameplay Programmer (Mid-Senior) YELLOW (Urgent)
31.4
96
Cyber Security Educator (Mid-Level) YELLOW (Urgent)
31.2
97
Conversational AI Designer (Mid-Level) YELLOW (Urgent)
31.2
98
PLM Developer (Mid-Level) YELLOW (Urgent)
31.0
99
Accessibility Tester (Mid-Level) YELLOW
31.0
100
Cyber Security Awareness Trainer (Mid-Level) YELLOW (Urgent)
30.6
101
ERP/SAP Consultant (Mid-Level) YELLOW (Urgent)
30.6
102
Database Reliability Engineer (Mid-Level) YELLOW (Urgent)
30.5
103
NoSQL Database Administrator (Mid-Senior) YELLOW (Urgent)
30.5
104
Threat Intelligence Analyst (Mid-Level) YELLOW (Urgent)
30.4
105
Site Reliability Engineer (Mid-Level) YELLOW (Urgent)
30.3
106
ServiceNow Developer (Mid-Level) YELLOW (Urgent)
30.2
107
SDN Engineer (Mid-Senior) YELLOW (Urgent)
29.7
108
SDK Developer (Mid-to-Senior Level) YELLOW (Urgent)
29.6
109
Data Reliability Engineer (Mid-Level) YELLOW (Urgent)
29.5
110
Pega Developer (Mid-Senior) YELLOW (Urgent)
29.4
111
Infrastructure-as-Code Engineer (Mid-Senior) YELLOW (Urgent)
29.2
112
ERP/CRM Developer (Mid-Level) YELLOW (Urgent)
29.1
113
Clinical Data Analyst (Mid-Level) YELLOW (Urgent)
29.1
114
Data Governance Specialist (Mid-Level) YELLOW (Urgent)
29.0
115
Agricultural Data Scientist (Mid-Level) YELLOW (Urgent)
28.9
116
SDET -- Software Development Engineer in Test (Mid-Level) YELLOW (Urgent)
28.6
117
Full-Stack Developer (Mid-Level) YELLOW (Urgent)
28.6
118
Technical Artist — Games (Mid-Senior) YELLOW (Urgent)
28.6
119
Game Developer (Mid-Level) YELLOW (Urgent)
28.5
120
Medtech Data Integrator (Mid-Level) YELLOW (Urgent)
28.5
121
Performance Test Engineer (Mid-Level) YELLOW (Urgent)
28.4
122
Computer Systems Analyst (Mid-Level) YELLOW (Urgent)
28.2
123
GRC Analyst (Mid-Level) YELLOW (Urgent)
28.0
124
Geospatial Data Engineer (Mid-Level) YELLOW (Urgent)
27.8
125
Data Engineer (Mid-Level) YELLOW (Urgent)
27.8
126
Fraud Analyst (Mid-Level) YELLOW (Urgent)
27.7
127
SOAR Engineer (Mid-Level) YELLOW (Urgent)
27.6
128
Cyber Essentials Auditor (Mid-Level) YELLOW (Urgent)
27.4
129
Salesforce Administrator (Mid-Level) YELLOW (Urgent)
27.3
130
Senior Data Analyst (Senior) YELLOW (Urgent)
27.1
131
Cloud Database Administrator (Mid-Senior) YELLOW (Urgent)
27.1
132
Blockchain/Web3 Developer (Mid-Level) YELLOW (Urgent)
26.7
133
Integration Engineer (Mid-Level) YELLOW (Urgent)
26.4
134
Desktop Support Technician (Mid-Level) YELLOW (Urgent)
26.3
135
Data Quality Engineer (Mid-Level) YELLOW (Urgent)
26.2
136
QA Automation Engineer (Mid-Level) YELLOW (Urgent)
26.0
137
Business Systems Analyst (Mid-Level) YELLOW (Urgent)
25.9
138
ServiceNow Administrator (Mid-Level) YELLOW (Urgent)
25.9
139
Localisation Engineer (Mid-Level) YELLOW (Urgent)
25.8
140
iOS Developer (Mid-Level) YELLOW (Urgent)
25.8
141
Generative BI and Insight Manager (Mid-Level) YELLOW (Urgent)
25.7
142
IT Compliance Analyst (Mid-Level) YELLOW (Urgent)
25.5
143
Sustainability Data Analyst (Mid-Level) YELLOW (Urgent)
25.5
144
GIS Analyst (Mid-Level) YELLOW (Urgent)
25.5
145
Data Loss Prevention Engineer (Mid-Level) YELLOW (Urgent)
25.3
146
Android Developer (Mid-Level) YELLOW (Urgent)
25.3
147
Cloud Engineer (Mid-Level) YELLOW (Urgent)
25.3

RED Zone: Tech Roles Most at Risk

🇺🇸 2.4M US workers hold 67 tech roles that sit in the RED zone — scoring below 33 on the JobZone Score. The pattern across these roles is consistent: the work happens entirely in software, follows predictable patterns, and produces outputs that AI tools can already generate at speed. Junior-level positions and support roles are most exposed, as their task complexity falls within the range AI handles well.

1
DataOps Engineer (Mid-Level) RED
24.7
2
Systems Analyst (Mid-Level) RED
24.7
3
Network Automation Engineer (Mid-Senior) RED
24.7
4
Backend/API Developer (Mid-Level) RED
24.5
5
Data Migration Engineer (Mid-Level) RED
24.4
6
Security Tester (Mid-Level) RED (Terminal)
24.1
7
Virtualization Engineer (Mid-Senior) RED
24.0
8
Flutter Developer (Mid-Level) RED
23.9
9
Power Platform Developer (Mid-Senior) RED
23.8
10
Application Software Developer (Mid-Level) RED
23.6
11
Mobile Developer (Mid-Level) RED
23.5
12
Computer Occupations, All Other (Mid-Level) RED
23.5
13
Synthetic Data Engineer (Mid-Level) RED
23.4
14
Security Administrator (Mid-Level) RED
23.2
15
Analytics Engineer (Mid-Level) RED
23.0
16
Cyber Security Analyst (Mid-Level) RED
22.9
17
People Analytics Specialist (Mid-Level) RED
22.4
18
SharePoint Administrator (Mid-Level) RED
22.2
19
Senior Systems Administrator (7+ years) RED
21.5
20
Web Performance Engineer (Mid-Level) RED
20.7
21
React Native Developer (Mid-Level) RED
20.6
22
GitOps Engineer (Mid-Level) RED
20.4
23
Data Scientist (Mid-Level) RED
19.0
24
Big Data Specialist (Mid-Level) RED
18.6
25
Design Systems Engineer (Mid-Level) RED
18.3
26
Configuration Management Engineer (Mid-Level) RED
17.3
27
RPA Developer (Mid-Senior) RED
17.1
28
Vulnerability Management Analyst (Mid-Level) RED
16.7
29
Business Intelligence Developer (Mid-Level) RED
16.7
30
Database Administrator (Mid-Level) RED
16.7
31
Exchange/Messaging Administrator (Mid-Level) RED
16.7
32
Game Tester QA (Mid-Level) RED
16.4
33
NOC Engineer (Mid-Level) RED
16.4
34
Cloud Operations Engineer (Mid-Level) RED
16.3
35
Systems Support Analyst (Mid-Level) RED (Imminent)
16.2
36
Oracle DBA (Mid-Level) RED
16.0
37
Computer Network Support Specialist (Mid-Level) RED
15.7
38
IT Asset Manager (Mid-Level) RED
15.6
39
Network Administrator (Mid-Level) RED
15.1
40
Test Environment Manager (Mid-Level) RED
14.7
41
Business Intelligence Analyst (Mid-Level) RED
14.2
42
Shopify Developer (Mid-Level) RED
13.7
43
Systems Administrator (Mid-Level) RED
13.7
44
Localisation QA Tester (Mid-Level) RED
13.6
45
Frontend Developer (Mid-Level) RED
13.5
46
Database Developer (Mid-Level) RED
12.9
47
Marketing Analyst (Mid-Level) RED
11.9
48
Release/Build Engineer (Mid-Level) RED
11.7
49
QA/Manual Tester (Mid-Level) RED
11.5
50
Email Developer (Mid-Level) RED
11.3
51
DevOps Engineer (Mid-Level) RED
10.7
52
HubSpot Developer (Mid-Level) RED
10.5
53
Growth Analyst (Mid-Level) RED
10.4
54
Data Analyst (Mid-Level) RED
10.4
55
Programmer (Mid-Level) RED
10.2
56
Privacy Analyst (Entry/Junior) RED
9.7
57
Web Developer (Mid-Level) RED
9.6
58
IT Coordinator (Mid-Level) RED
9.5
59
Junior Software Developer (Entry-Level) RED
9.3
60
Product Analyst (Mid-Level) RED (Imminent)
8.3
61
AI Data Trainer (Mid-Level) RED
7.9
62
Prompt Engineer (Mid-Level) RED
7.9
63
Help Desk Technician (Entry-Level) RED
7.8
64
CMS Developer / WordPress Developer (Mid-Level) RED (Imminent)
7.1
65
Junior Penetration Tester (Entry-Level) RED (Imminent)
6.4
66
SOC Analyst (Tier 1 / Entry-Level) RED (Imminent)
5.4
67
Vulnerability Tester / Scanner Operator (Entry-Level) RED (Imminent)
2.7

The contrast with GREEN zone tech roles is instructive. RED zone roles don't require physical infrastructure work, security clearance, frontier research, or high-stakes architectural decisions. The work translates inputs into predictable outputs — a task type where AI tools are already capable. That's the dividing line in tech: complexity and accountability protect a role. Routine and predictability don't.

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About This Data

All scores are generated using the AIJRI (AI Job Resistance Index) methodology v3, a composite scoring framework that evaluates each role across resistance, evidence, barriers, protective principles, and AI growth correlation. Scores range from 0 (no resistance) to 100 (maximum resistance). Roles scoring 48+ are classified GREEN.

Tech roles in this analysis span five career domains: Cybersecurity, Development, Data, AI, Cloud & Infrastructure. For engineering-specific analysis, see Engineering Jobs That AI Can't Replace. For the full cross-domain view, see What Jobs Are Safe From AI?.

About the Authors

Nathan House

Nathan House

AI and cybersecurity expert with 30 years of hands-on experience. Nathan founded StationX (500,000+ students) and built JobZone Risk to ensure people invest their career development in the right direction.

HAL

StationX HAL

Custom AI infrastructure built by Nathan House for StationX. HAL co-develops JobZone Risk end-to-end: the scoring methodology, the assessment pipeline, every role assessment, and the statistical analysis that powers these articles — all directed by Nathan.