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
Discard or reject products, materials, or equipment not meeting specifications.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Data date: 08/2020 · Source ID: SRC-2026-07-14-onet-task-statementsO*NET Core Task
Inspect, test, or measure materials, products, installations, or work for conformance to specifications.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Data date: 08/2020 · Source ID: SRC-2026-07-14-onet-task-statementsO*NET Core Task
Record inspection or test data, such as weights, temperatures, grades, or moisture content, and quantities inspected or graded.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Data date: 08/2020 · Source ID: SRC-2026-07-14-onet-task-statementsO*NET Core Task
Mark items with details, such as grade or acceptance-rejection status.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Data date: 08/2020 · Source ID: SRC-2026-07-14-onet-task-statementsO*NET Core Task
Measure dimensions of products to verify conformance to specifications, using measuring instruments, such as rulers, calipers, gauges, or micrometers.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Data date: 08/2020 · Source ID: SRC-2026-07-14-onet-task-statementsO*NET Core Task
Collect or select samples for testing or for use as models.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Data date: 08/2020 · Source ID: SRC-2026-07-14-onet-task-statementsO*NET Core Task
Write test or inspection reports describing results, recommendations, or needed repairs.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Data date: 08/2020 · Source ID: SRC-2026-07-14-onet-task-statementsO*NET Core Task
Read dials or meters to verify that equipment is functioning at specified levels.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Data date: 08/2020 · Source ID: SRC-2026-07-14-onet-task-statements
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: 3.25 out of 5.
Data date: 08/2020 · Source ID: SRC-2026-07-14-onet-skillsO*NET Essential Skill
Writing
Importance rating: 3.25 out of 5.
Data date: 08/2020 · Source ID: SRC-2026-07-14-onet-skillsO*NET Essential Skill
Active Listening
Importance rating: 3.12 out of 5.
Data date: 08/2020 · Source ID: SRC-2026-07-14-onet-skillsO*NET Essential Skill
Reading Comprehension
Importance rating: 3.12 out of 5.
Data date: 08/2020 · Source ID: SRC-2026-07-14-onet-skillsO*NET Essential Skill
Speaking
Importance rating: 3.12 out of 5.
Data date: 08/2020 · Source ID: SRC-2026-07-14-onet-skillsO*NET Essential Skill
Monitoring
Importance rating: 3.00 out of 5.
Data date: 08/2020 · Source ID: SRC-2026-07-14-onet-skills
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
information skills
37.3% of the published ESCO matrix row
Exact ISCO-08 7543 row · Source ID: SRC-2026-07-28-esco-skill-occupation-matrixESCO Skill Group
communication, collaboration and creativity
15.9% of the published ESCO matrix row
Exact ISCO-08 7543 row · Source ID: SRC-2026-07-28-esco-skill-occupation-matrixESCO Skill Group
working with machinery and specialised equipment
12% of the published ESCO matrix row
Exact ISCO-08 7543 row · Source ID: SRC-2026-07-28-esco-skill-occupation-matrixESCO Skill Group
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.
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.
Cross-occupation foundation
AI Fluency
ความคล่องตัวของ AI
Why it is recommended
A cross-occupation foundation, not a course specific to Product Graders and Testers (except Foods and Beverages): use it to practise AI literacy, prompting, output checks, and responsible use.
Practice output
Choose one Product Graders and Testers (except Foods and Beverages) 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.