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
Analyze statistical data and product specifications to determine standards and establish quality and reliability objectives of finished product.
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
Develop manufacturing methods, labor utilization standards, and cost analysis systems to promote efficient staff and facility utilization.
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
Recommend methods for improving utilization of personnel, material, and utilities.
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
Plan and establish sequence of operations to fabricate and assemble parts or products and to promote efficient utilization.
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
Apply statistical methods and perform mathematical calculations to determine manufacturing processes, staff requirements, and production standards.
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
Draft and design layout of equipment, materials, and workspace to illustrate maximum efficiency using drafting tools and computer.
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
Review production schedules, engineering specifications, orders, and related information to obtain knowledge of manufacturing methods, procedures, and activities.
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
Communicate with management and user personnel to develop production and design standards.
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
Active Listening
Importance rating: 4.00 out of 5.
Data date: 08/2020 · Source ID: SRC-2026-07-14-onet-skillsO*NET Essential Skill
Critical Thinking
Importance rating: 4.00 out of 5.
Data date: 08/2020 · Source ID: SRC-2026-07-14-onet-skillsO*NET Essential Skill
Reading Comprehension
Importance rating: 4.00 out of 5.
Data date: 08/2020 · Source ID: SRC-2026-07-14-onet-skillsO*NET Essential Skill
Speaking
Importance rating: 4.00 out of 5.
Data date: 08/2024 · Source ID: SRC-2026-07-14-onet-skillsO*NET Essential Skill
Writing
Importance rating: 4.00 out of 5.
Data date: 08/2024 · Source ID: SRC-2026-07-14-onet-skillsO*NET Essential Skill
Active Learning
Importance rating: 3.75 out of 5.
Data date: 08/2024 · 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
25.5% of the published ESCO matrix row
Exact ISCO-08 2141 row · Source ID: SRC-2026-07-28-esco-skill-occupation-matrixESCO Skill Group
communication, collaboration and creativity
25.3% of the published ESCO matrix row
Exact ISCO-08 2141 row · Source ID: SRC-2026-07-28-esco-skill-occupation-matrixESCO Skill Group
management skills
18.2% of the published ESCO matrix row
Exact ISCO-08 2141 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.
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Why it is recommended
This course aligns with information skills. This group represents 25.5% of the mapped ESCO skill records for ISCO-08 2141.
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.
A cross-occupation foundation, not a course specific to Industrial and Production Engineers: use it to practise AI literacy, prompting, output checks, and responsible use.
Practice output
Choose one Industrial and Production Engineers 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.