Occupation details
International Labour Organization (ILO) Working Paper 140

Shop Supervisors in the age of AI: impact evidence and adaptation options

ISCO-08 5222 · Thai source label: หัวหน้าคุมงานในร้านค้า

This score estimates where generative AI may assist with or perform parts of tasks. It does not predict that a job will disappear.
3.6AI / 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 3.6/10
Variation across task-level scores0.12 on a 1-point scale
Occupation codeISCO-08 5222
AI exposure groupMinimal Exposure
Score sourceILO Working Paper 140
AI 3.6/10Task-level potential
0.12 points1-point scale
Minimal ExposureILO classification
8 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

Provide customer service by greeting and assisting customers and responding to customer inquiries and complaints.

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

O*NET Core Task

Monitor sales activities to ensure that customers receive satisfactory service and quality goods.

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

O*NET Core Task

Assign employees to specific duties.

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

O*NET Core Task

Direct and supervise employees engaged in sales, inventory-taking, reconciling cash receipts, or in performing services for customers.

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

O*NET Core Task

Inventory stock and reorder when inventory drops to a specified level.

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

O*NET Core Task

Keep records of purchases, sales, and requisitions.

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

O*NET Core Task

Enforce safety, health, and security rules.

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

O*NET Core Task

Examine products purchased for resale or received for storage to assess the condition of each product or item.

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

Active Listening

Importance rating: 3.88 out of 5.

O*NET Essential Skill

Speaking

Importance rating: 3.75 out of 5.

O*NET Essential Skill

Critical Thinking

Importance rating: 3.50 out of 5.

O*NET Essential Skill

Monitoring

Importance rating: 3.50 out of 5.

O*NET Essential Skill

Active Learning

Importance rating: 3.00 out of 5.

O*NET Essential Skill

Learning Strategies

Importance rating: 3.00 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

43.4% of the published ESCO matrix row

ESCO Skill Group

information skills

20.5% of the published ESCO matrix row

ESCO Skill Group

assisting and caring

15.7% of the published ESCO matrix row

ESCO Skill Group

communication, collaboration and creativity

15.7% 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

Get Started with Artificial Intelligence

เริ่มต้นใช้งานปัญญาประดิษฐ์

Why it is recommended
This course aligns with communication, collaboration and creativity. This group represents 15.7% of the mapped ESCO skill records for ISCO-08 5222.
Practice output
Model one AI-assisted service case with prohibited data, review points, and an approver.
Study time
About 3 hours 15 minutes
Cost and access
Trailhead is free, but an account is needed to retain progress or badges, and some content may only be available in English.
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 Shop Supervisors: use it to practise AI literacy, prompting, output checks, and responsible use.
Practice output
Choose one Shop Supervisors 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.