Will AI replace 鉄道車両清掃?AI replacement risk 11% and how the work is changing

Japan Aviation Confidence ★★★★☆

Average annual pay
¥3.99M
≈ $25,348
Top pay (est.)
¥6.50M
Top 10% ¥5.66M
Pay in 5 years
¥4.65Mest.
2031
Pay in 10 years
¥5.43Mest.
¥4.67M–¥6.31M
Outlook score
58/100
★★★☆☆ Average
AI replacement risk
11%
Very low
Labor demand
Average
Openings-to-applicants 1.22x

Will AI replace 鉄道車両清掃? AI replacement risk

11%
Very low
Ranked #31 safest from AI among all Japanese occupations
Very lowLowModerateHighVery high

How AI is changing this job

A written analysis for this occupation is being prepared.

AI replacement risk compares the parts of a job that are easy to hand to AI or software (processing information, documentation, repetitive computer work) with the parts that are hard to automate (physical work, working closely with people, judgment in unpredictable settings), using the MHLW job tag survey on work activities, work context, skills and knowledge. The result is a relative position among all occupations in the country, scaled to 0–100%. Methodology →

Skills, education and requirements for 鉄道車両清掃

Key skills

Instructing
3.4
Repairing
2.9
Equipment Maintenance
2.8
Social Perceptiveness
2.8
Coordination
2.8
Time Management
2.7
Speaking
2.7
Active Listening
2.6

Skill levels from the MHLW job tag worker survey.

Key knowledge areas

Mechanical
1.5
Transportation
1.5
Production and Processing
1.1
Engineering and Technology
1.0
Education and Training
0.9
Public Safety and Security
0.9
Computers and Electronics
0.9
Customer and Personal Service
0.9

What the work involves

Communicating with Supervisors, Peers, or SubordinatesEstablishing and Maintaining Interpersonal RelationshipsPerforming General Physical ActivitiesHandling and Moving ObjectsGuiding, Directing, and Motivating SubordinatesTraining and Teaching OthersDeveloping and Building TeamsJudging the Qualities of Objects, Services, or People

Licenses and certifications (Japan)

No specific license or certification is required.

Education of workers

Training before entry

Related work experience

Difficulty of entry: ★☆☆☆☆ Easy to enter (from education, training, experience, licenses)

Pay and employment figures are national statistics. Projected pay, outlook scores and AI replacement risk are estimates from the Shigoto Zukan model, not guarantees. To request a correction, use the contact form. How to read the data
Sources: Basic Survey on Wage Structure (2025), Population Census and Hello Work employment statistics as published on the MHLW job tag site (retrieved Nov 1, 2026); Occupational Information Database (JILPT). Pay ranges, projections and scores are Shigoto Zukan estimates.