4.4AI / 10
Use the score to choose where to start adapting
Gradient 2Compare 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
Production Clerks in the age of AI: impact evidence and adaptation options
ISCO-08 4322 · Thai source label: เสมียนด้านการผลิต
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 4322
AI exposure groupGradient 2
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.
Review documents, such as production schedules, work orders, or staffing tables, to determine personnel or materials requirements or material priorities.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Confer with department supervisors or other personnel to assess progress and discuss needed changes.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Revise production schedules when required due to design changes, labor or material shortages, backlogs, or other interruptions, collaborating with management, marketing, sales, production, or engineering.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Confer with establishment personnel, vendors, or customers to coordinate production or shipping activities and to resolve complaints or eliminate delays.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Requisition and maintain inventories of materials or supplies necessary to meet production demands.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Distribute production schedules or work orders to departments.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Compile information, such as production rates and progress, materials inventories, materials used, or customer information, so that status reports can be completed.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Arrange for delivery, assembly, or distribution of supplies or parts to expedite flow of materials and meet production schedules.
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.
Reading Comprehension
Importance rating: 3.62 out of 5.
Speaking
Importance rating: 3.62 out of 5.
Active Listening
Importance rating: 3.50 out of 5.
Critical Thinking
Importance rating: 3.38 out of 5.
Monitoring
Importance rating: 3.12 out of 5.
Writing
Importance rating: 3.12 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.
management skills
39% of the published ESCO matrix row
information skills
29.3% of the published ESCO matrix row
communication, collaboration and creativity
24.4% of the published ESCO matrix row
assisting and caring
7.3% 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.
The specific items below are derived from structurally validated ISCO/ESCO rules, not an occupation-by-occupation expert endorsement.
Experiencing SAP Business AI
สัมผัสประสบการณ์ SAP Business AI
- Why it is recommended
- This course aligns with management skills. This group represents 39% of the mapped ESCO skill records for ISCO-08 4322.
- Practice output
- Map one business process and mark AI-assist steps, review controls, and decision owners.
- Study time
- No verified duration on the public page
- Cost and access
- Self-paced SAP Learning content is free and may require an SAP Universal ID to retain progress; some guided sessions or practice systems require a Learning Hub subscription.
Prepare and visualize data with Microsoft Power BI
เตรียมและแสดงข้อมูลด้วย Microsoft Power BI
- Why it is recommended
- This course aligns with information skills. This group represents 29.3% of the mapped ESCO skill records for ISCO-08 4322.
- Practice output
- Clean a de-identified sample from one work process, visualise it, and reconcile the totals to the source.
- Study time
- 7 modules
- Cost and access
- The Microsoft Learn path is free, but some Power BI service or collaboration features can require a product license.
Google Data Analytics Certificate
ประกาศนียบัตรวิชาชีพด้านการวิเคราะห์ข้อมูลจาก Google
- Why it is recommended
- This course aligns with information skills. This group represents 29.3% of the mapped ESCO skill records for ISCO-08 4322.
- Practice output
- Frame one workplace question, build a checkable data table, and report findings with limitations.
- Study time
- About 240 hours or 3–6 months
- Cost and access
- Google authors the program and delivers it through Google Career Skills or Coursera; US and Canada pricing is USD 49 per month after a 7-day trial and local pricing may differ.
AI Fluency
ความคล่องตัวของ AI
- Why it is recommended
- A cross-occupation foundation, not a course specific to Production Clerks: use it to practise AI literacy, prompting, output checks, and responsible use.
- Practice output
- Choose one Production Clerks 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.