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skillfactor-pipeline af05383bb1 chore: v1 baseline - full 3,039-package catalog with AI-skill enrichment and O*NET backfill
Snapshot before the quality program (relevance gates, tiered mapping,
QA linter). v1 is the immutable before/after reference; evidence crawl
was at ~175/3039 occupations when tagged.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01PDKeXvpT6tENSvyQGLV1Uq
2026-07-09 05:32:49 +02:00

4.1 KiB

Market evidence report — after-sales-service-technician

Source: 66 real job ads (JSearch API, countries: us 66), extracted into the MSSQL evidence store; as of 2026-07-08. This report contains extracted, aggregated facts only — no ad text is reproduced (copyright / platform terms).

Seniority distribution

Seniority Ads Share
mid 43 65 %
junior 16 24 %
n/a 6 9 %
lead 1 2 %

Tools — full market ranking

# Item Ads Share
1 hand tools 6 9 %
2 Microsoft Office 6 9 %
3 Microsoft Excel 5 8 %
4 Microsoft Word 5 8 %
5 power tools 5 8 %
6 DISH equipment 4 6 %
7 smart home products 4 6 %
8 forklift 3 5 %
9 measuring devices 3 5 %
10 Microsoft PowerPoint 3 5 %

Hard skills — full market ranking

# Item Ads Share
1 troubleshooting 12 18 %
2 equipment repair 9 14 %
3 equipment maintenance 8 12 %
4 mechanical repair 7 11 %
5 preventive maintenance 7 11 %
6 problem-solving 5 8 %
7 customer education 4 6 %
8 equipment installation 4 6 %
9 installation 4 6 %
10 mechanical aptitude 4 6 %
11 mechanical diagnostics 4 6 %
12 service 4 6 %
13 system installation 4 6 %
14 technical troubleshooting 4 6 %
15 cable splicing 3 5 %
16 data collection 3 5 %
17 electrical troubleshooting 3 5 %
18 engine repair 3 5 %
19 equipment testing 3 5 %
20 inventory control 3 5 %
21 network troubleshooting 3 5 %
22 preventative maintenance 3 5 %
23 software troubleshooting 3 5 %

Methods — full market ranking

# Item Ads Share
1 osha standards 3 5 %

Responsibilities — full market ranking

# Item Ads Share
1 equipment installation 11 17 %
2 equipment maintenance 6 9 %
3 equipment service 6 9 %
4 service documentation 6 9 %
5 customer communication 5 8 %
6 customer support 5 8 %
7 customer training 5 8 %
8 equipment repair 4 6 %
9 health and safety compliance 4 6 %
10 maintenance 4 6 %
11 tech demonstration 4 6 %
12 customer service 3 5 %
13 installation 3 5 %
14 system assembly 3 5 %
15 technical documentation 3 5 %
16 technical support 3 5 %
17 vehicle maintenance 3 5 %

Job title variants in the market

Title Ads
Field Service Technician 7
Workshop Technician 6
Field Technician 4
Field Technician - DISH 4
Field Service Technician II 3
Field Service Technician - Northern Virginia 2
2yrs Tech Field Technician Logistical Support - in person interview 1
After Sales Service Technician 1
After-Sales Engineer 1
Building Automation Systems Lead Field Technician - Ashburn, VA 1
Certified Field Operations Technician 1
CNC Field Service Technician Installation & Maintenance 1
Construction Material Field Technician 1
Early Career Field Service Technician 1
Electrical Technician 1
Electromechanic Field Technician (After Sales) 1
Electromechanic Field Technician (After Sales) - Dallas 1
Field Service Representative 1
Field Service Technician - College Park 1
Field Service Technician (ATM) 4583 1
Field Service Technician I — Install & Repair (Travel) 1
Field Service Technician II - RF/Acoustic 1
Field Service Technician III 1
Field Service Technician, Residential Energy Service 1
Field Technician - Implementation Specialist 1

Methodology: entities extracted per ad ({hard_skills, tools, methods, responsibilities, seniority}), normalized, counted as DISTINCT ads per entity; report threshold ≥ 3 ads. Headline sections in skills.md/tools.md use the stricter ≥ 20 % threshold.