1.7AI / 10
Use the score to choose where to start adapting
Not ExposedCompare the score with the work you actually do. Separate repetitive work, work that needs review, and work that depends on human judgement.
Source ID: SRC-2026-07-14-ilo-wp140International Labour Organization (ILO) Working Paper 140
Agricultural and Industrial Machinery Mechanics and Repairers in the age of AI: impact evidence and adaptation options
ISCO-08 7233 · Thai source label: ช่างเครื่องและช่างปรับเครื่องจักรกลทางการเกษตรหรืออุตสาหกรรม
This score estimates where generative AI may assist with or perform parts of tasks. It does not predict that a job will disappear.
What the ILO evidence measures
Occupation codeISCO-08 7233
AI exposure groupNot Exposed
Score sourceILO Working Paper 140
Tasks in this occupation
O*NET statements are enrichment from US roles connected through the official BLS and O*NET crosswalk chain. Confirm that an example fits your local work before using it.
Determine schedules, sequences, and assignments for work activities, based on work priority, quantity of equipment, and skill of personnel.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Monitor employees' work levels and review work performance.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Examine objects, systems, or facilities and analyze information to determine needed installations, services, or repairs.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Counsel employees about work-related issues and assist employees to correct job-skill deficiencies.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Requisition materials and supplies, such as tools, equipment, or replacement parts.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Compute estimates and actual costs of factors such as materials, labor, or outside contractors.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Interpret specifications, blueprints, or job orders to construct templates and lay out reference points for workers.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Conduct or arrange for worker training in safety, repair, or maintenance techniques, operational procedures, or equipment use.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Skills used in this occupation
O*NET importance ratings provide a sourced starting point for deciding which existing capabilities to strengthen.
Monitoring
Importance rating: 4.00 out of 5.
Critical Thinking
Importance rating: 3.75 out of 5.
Speaking
Importance rating: 3.75 out of 5.
Active Listening
Importance rating: 3.62 out of 5.
Reading Comprehension
Importance rating: 3.62 out of 5.
Active Learning
Importance rating: 3.25 out of 5.
ESCO skill-group context
These shares describe how ESCO skill records for the occupation group are distributed across broad categories. They are not personal capability scores or mandatory skills for every job.
working with machinery and specialised equipment
29.4% of the published ESCO matrix row
information skills
19.2% of the published ESCO matrix row
constructing
18.2% of the published ESCO matrix row
communication, collaboration and creativity
14.1% of the published ESCO matrix row
Build a plan from the task you choose
The Planner does not display invented capability percentages. You select a task, baseline the current method, run a safe bounded experiment, and keep evidence before deciding whether to continue.
30 days
Select one task, map its process, and measure time, quality, and rework across at least three examples.
60 days
Test one bounded step with synthetic or de-identified data, then log errors, human checks, and limitations.
90 days
Use the reviewed method in a real cycle with the process owner's approval, or stop if the result is not good enough.
Relevant courses
Recommendations match reviewed course categories to ISCO-08 and mapped ESCO skill-group records. Occupation-title keywords are not used as sole evidence. Before enrolling, recheck the syllabus, language, schedule, cost, and current access with the provider.
No verified course currently matches this occupation's specific skill evidence as of 12 August 2026. The foundation below applies across occupations and is not occupation-specific.
AI Fluency
ความคล่องตัวของ AI
- Why it is recommended
- A cross-occupation foundation, not a course specific to Agricultural and Industrial Machinery Mechanics and Repairers: use it to practise AI literacy, prompting, output checks, and responsible use.
- Practice output
- Choose one Agricultural and Industrial Machinery Mechanics and Repairers duty, use synthetic data to create a prompt, verify three outputs against a source, and record the errors.
- Study time
- 7 modules
- Cost and access
- Microsoft Learn content is free and can be consumed without signing in; a free profile is needed to save progress or achievements.
This page uses scores from International Labour Organization (ILO) Working Paper 140, official Thai duties from NSO, mapped O*NET enrichment, and ESCO skill-group context with an explicit mapping scope. Roongan does not fill evidence gaps with generated claims.
This service uses the ESCO classification of the European Commission.