Occupation details
International Labour Organization (ILO) Working Paper 140

Stock Clerks in the age of AI: impact evidence and adaptation options

ISCO-08 4321 · Thai source label: เสมียนคลังสินค้า

This score estimates where generative AI may assist with or perform parts of tasks. It does not predict that a job will disappear.
3.7AI / 10

Use the score to choose where to start adapting

Minimal Exposure

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-wp140

What the ILO evidence measures

Potential for AI assistance or task performanceAI 3.7/10
Variation across task-level scores0.06 on a 1-point scale
Occupation codeISCO-08 4321
AI exposure groupMinimal Exposure
Score sourceILO Working Paper 140
AI 3.7/10Task-level potential
0.06 points1-point scale
Minimal ExposureILO classification
5 dutiesNSO classification evidence
8 task examples6 mapped skills

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.

O*NET Core Task

Prepare documents, such as work orders, bills of lading, or shipping orders, to route materials.

Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.

O*NET Core Task

Record shipment data, such as weight, charges, space availability, damages, or discrepancies, for reporting, accounting, or recordkeeping purposes.

Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.

O*NET Core Task

Contact carrier representatives to make arrangements or to issue instructions for shipping and delivery of materials.

Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.

O*NET Core Task

Confer or correspond with establishment representatives to rectify problems, such as damages, shortages, or nonconformance to specifications.

Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.

O*NET Core Task

Requisition and store shipping materials and supplies to maintain inventory of stock.

Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.

O*NET Core Task

Compute amounts, such as space available, shipping, storage, or demurrage charges, using computer or price list.

Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.

O*NET Core Task

Examine shipment contents and compare with records, such as manifests, invoices, or orders, to verify accuracy.

Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.

O*NET Core Task

Pack, seal, label, or affix postage to prepare materials for shipping, using hand tools, power tools, or postage meter.

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.

O*NET Essential Skill

Critical Thinking

Importance rating: 3.38 out of 5.

O*NET Essential Skill

Active Listening

Importance rating: 3.25 out of 5.

O*NET Essential Skill

Reading Comprehension

Importance rating: 3.25 out of 5.

O*NET Essential Skill

Speaking

Importance rating: 3.25 out of 5.

O*NET Essential Skill

Monitoring

Importance rating: 3.12 out of 5.

O*NET Essential Skill

Mathematics

Importance rating: 2.88 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.

ESCO Skill Group

management skills

21.9% of the published ESCO matrix row

ESCO Skill Group

communication, collaboration and creativity

17.6% of the published ESCO matrix row

ESCO Skill Group

handling and moving

17.6% of the published ESCO matrix row

ESCO Skill Group

information skills

16.7% 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.

Find more courses
The specific items below are derived from structurally validated ISCO/ESCO rules, not an occupation-by-occupation expert endorsement.
Related skill-group match

Experiencing SAP Business AI

สัมผัสประสบการณ์ SAP Business AI

Why it is recommended
This course aligns with management skills. This group represents 21.9% of the mapped ESCO skill records for ISCO-08 4321.
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.
View details with the provider
Related skill-group match

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 16.7% of the mapped ESCO skill records for ISCO-08 4321.
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.
View details with the provider
Cross-occupation foundation

AI Fluency

ความคล่องตัวของ AI

Why it is recommended
A cross-occupation foundation, not a course specific to Stock Clerks: use it to practise AI literacy, prompting, output checks, and responsible use.
Practice output
Choose one Stock 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.
View details with the provider
Data and method

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.

Roongan · Source ID: SRC-2026-07-14-ilo-wp140 · This page uses traceable occupation evidence.