1.5AI / 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
Sewing Machine Operators in the age of AI: impact evidence and adaptation options
ISCO-08 8153 · Thai source label: ผู้ควบคุมเครื่องจักรเย็บผ้า
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 8153
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.
Monitor machine operation to detect problems such as defective stitching, breaks in thread, or machine malfunctions.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Position items under needles, using marks on machines, clamps, templates, or cloth as guides.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Place spools of thread, cord, or other materials on spindles, insert bobbins, and thread ends through machine guides and components.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Match cloth pieces in correct sequences prior to sewing them, and verify that dye lots and patterns match.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Guide garments or garment parts under machine needles and presser feet to sew parts together.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Start and operate or tend machines, such as single or double needle serging and flat-bed felling machines, to automatically join, reinforce, or decorate material or articles.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Record quantities of materials processed.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Select supplies such as fasteners and thread, according to job requirements.
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: 3.12 out of 5.
Active Listening
Importance rating: 2.75 out of 5.
Critical Thinking
Importance rating: 2.75 out of 5.
Reading Comprehension
Importance rating: 2.62 out of 5.
Active Learning
Importance rating: 2.12 out of 5.
Learning Strategies
Importance rating: 2.12 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.
handling and moving
41.5% of the published ESCO matrix row
information skills
23.1% of the published ESCO matrix row
working with machinery and specialised equipment
23.1% of the published ESCO matrix row
communication, collaboration and creativity
5.4% 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 Sewing Machine Operators: use it to practise AI literacy, prompting, output checks, and responsible use.
- Practice output
- Choose one Sewing Machine Operators 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.