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58OVR
67POT
Systems Engineer
SYS
AGE 34
EST. MARKET VALUE
$15.0k
EARNINGS VALUE
$3.6M
TIER
MID
Mid tier — competent generalist systems engineer, materially exposed to AI-tooling compression on the routine work.
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Score Breakdown
Age Factor12.4%
70
Scarcity30.6%
45
Skills21.0%
60
Experience8.2%
60
Education6.2%
55
Network7.2%
40
Geography4.1%
55
Languages3.1%
30
Appearance3.1%
50
Height1.5%
60
Fitness2.6%
50
Recommendations
Re-skill into one of the AI-resistant adjacencies within 18 months: SRE/platform engineering, security engineering, or AI-infrastructure (model serving, GPU ops) — these subspecialties are still in genuine shortage while generic sysadmin/sys-eng work is the part of the stack being eaten fastest.
Earn the 'senior' title in the next role and target a top-tier employer (FAANG-adjacent, frontier-AI infra co, or major cloud provider) — being stuck at 'mid' at 34 with 10 YoE is the biggest single signal pulling the score down, and a same-role title bump plus employer upgrade lifts transfer value 3-5×.
Ship something public this year — an open-source contribution to a widely-used infra project, a substantial technical blog series, or a conference talk — moves the network signal off 'passive_profile' and is the cheapest way to differentiate from the hundreds-of-thousands pool.
Data sourced from public filings and reporting. Request correction