5.0 KiB
Market evidence report — predictive-maintenance-expert
Source: 39 real job ads (JSearch API, countries: us 39), extracted into the MSSQL evidence store; as of 2026-07-18. This report contains extracted, aggregated facts only — no ad text is reproduced (copyright / platform terms).
Seniority distribution
| Seniority | Ads | Share |
|---|---|---|
| mid | 31 | 79 % |
| senior | 5 | 13 % |
| junior | 3 | 8 % |
Tools — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | diagnostic hardware | 5 | 13 % |
| 2 | diagnostic software | 5 | 13 % |
| 3 | oil analysis | 5 | 13 % |
| 4 | thermography | 5 | 13 % |
| 5 | ultrasound | 5 | 13 % |
| 6 | CMMS | 3 | 8 % |
| 7 | Microsoft Office | 3 | 8 % |
| 8 | Python | 3 | 8 % |
Hard skills — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | data analysis | 21 | 54 % |
| 2 | predictive maintenance | 17 | 44 % |
| 3 | vibration analysis | 14 | 36 % |
| 4 | root cause analysis | 7 | 18 % |
| 5 | fault detection | 6 | 15 % |
| 6 | data collection | 5 | 13 % |
| 7 | mechanical diagnostics | 5 | 13 % |
| 8 | preventive maintenance | 5 | 13 % |
| 9 | reliability engineering | 4 | 10 % |
| 10 | equipment reliability | 3 | 8 % |
| 11 | equipment troubleshooting | 3 | 8 % |
| 12 | prognostics | 3 | 8 % |
| 13 | root cause failure analysis | 3 | 8 % |
| 14 | thermography | 3 | 8 % |
Methods — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | condition monitoring | 11 | 28 % |
| 2 | predictive maintenance | 9 | 23 % |
| 3 | vibration data collection | 3 | 8 % |
Responsibilities — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | data analysis | 12 | 31 % |
| 2 | equipment inspection | 5 | 13 % |
| 3 | technical recommendation provision | 5 | 13 % |
| 4 | vibration measurement | 5 | 13 % |
| 5 | data collection | 4 | 10 % |
| 6 | program development | 3 | 8 % |
| 7 | report preparation | 3 | 8 % |
| 8 | technical support | 3 | 8 % |
| 9 | training facilitation | 3 | 8 % |
Regional breakdown
Corpus note: 39 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
US (us)
39 ads.
Top hard skills:
- data analysis — 54 % (21 ads)
- predictive maintenance — 44 % (17 ads)
- vibration analysis — 36 % (14 ads)
- root cause analysis — 18 % (7 ads)
- fault detection — 15 % (6 ads)
- data collection — 13 % (5 ads)
- mechanical diagnostics — 13 % (5 ads)
- preventive maintenance — 13 % (5 ads)
- reliability engineering — 10 % (4 ads)
- equipment reliability — 8 % (3 ads)
Top tools:
- diagnostic hardware — 13 % (5 ads)
- diagnostic software — 13 % (5 ads)
- oil analysis — 13 % (5 ads)
- thermography — 13 % (5 ads)
- ultrasound — 13 % (5 ads)
- CMMS — 8 % (3 ads)
- Microsoft Office — 8 % (3 ads)
- Python — 8 % (3 ads)
- Bently Nevada ADRE — 5 % (2 ads)
- Bently Nevada System 1 — 5 % (2 ads)
Seniority: mid 79 % · senior 13 % · junior 8 %
UK (gb)
Insufficient evidence — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
EU/DACH (de, at, ch, nl)
Insufficient evidence — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
Job title variants in the market
| Title | Ads |
|---|---|
| Predictive Maintenance Specialist | 4 |
| Predictive Maintenance Analyst | 2 |
| Predictive Maintenance Technician | 2 |
| Condition Based Maintenance/Predictive Maintenance Specialist | 1 |
| Cortez - Underground Predictive Maintenance (PdM) Technician (General Services) | 1 |
| Data-Driven Predictive Maintenance Specialist | 1 |
| Maintenance Engineer - Predictive & TPM Specialist | 1 |
| Maintenance Engineer Predictive & Preventive Maintenance | 1 |
| On-Site Vibration Analyst | Predictive Maintenance Expert |
| PHM Engineer – Predictive Maintenance & Health Monitoring (210969) | 1 |
| PHM Engineer: Predictive Maintenance for Mobility | 1 |
| Predictive Maintenance (PdM) Reliability Engineer | 1 |
| Predictive Maintenance (PdM) Technology Coordinator (Engineering Technologist 3/4) | 1 |
| Predictive Maintenance Analyst Cedar Rapids IA | 1 |
| Predictive Maintenance Analyst Champaing IL | 1 |
| Predictive Maintenance Analyst Mid-West | 1 |
| Predictive Maintenance Engineer | 1 |
| Predictive Maintenance Engineer – Entry Level | 1 |
| Predictive Maintenance Engineer Facilities | 1 |
| Predictive Maintenance Specialist - Power Technical SME | 1 |
| Reliability Engineer II: CBM & Predictive Maintenance | 1 |
| Reliability Engineer: Downtime Reduction & Predictive Maintenance | 1 |
| Reliability Engineer: Predictive Maintenance | 1 |
| Reliability Engineer: Predictive Maintenance & RCA Lead | 1 |
| Reliability Engineer: Predictive Maintenance & Root-Cause Analysis | 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.