Use the score to choose where to start adapting
Minimal ExposureCompare 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-wp140ISCO-08 5131 · Thai source label: พนักงานเสิร์ฟอาหารและเครื่องดื่ม
Compare 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-wp140O*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.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
These rows come from the O*NET basic skills group only. The cross-functional skills group is not captured yet, so this is a sourced starting point for deciding what to strengthen, not the full skill set of the occupation.
Importance rating: 3.50 out of 5.
Importance rating: 3.50 out of 5.
Importance rating: 3.00 out of 5.
Importance rating: 2.88 out of 5.
Importance rating: 2.88 out of 5.
Importance rating: 2.50 out of 5.
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.
35.7% of the published ESCO matrix row
31.8% of the published ESCO matrix row
17.5% of the published ESCO matrix row
9.9% of the published ESCO matrix row
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.
Select one task, map its process, and measure time, quality, and rework across at least three examples.
Test one bounded step with synthetic or de-identified data, then log errors, human checks, and limitations.
Use the reviewed method in a real cycle with the process owner's approval, or stop if the result is not good enough.
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.
ความคล่องตัวของ AI
Selected by reading every course title in the catalog and keeping only those that teach a practitioner in this occupation, rather than those that discuss the occupation for a general audience. Every course here was verified as open for enrollment. This list says what a course teaches; it does not judge how well it suits you. Check the syllabus, language, study time, and cost with the provider before enrolling.
Source ID: SRC-2026-08-20-thaimooc-courses · the occupation to course map was reviewed on 21 August 2026
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.