4.9AI / 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
Systems Analysts in the age of AI: impact evidence and adaptation options
ISCO-08 2511 · Thai source label: นักวิเคราะห์ระบบคอมพิวเตอร์
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 2511
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.
Provide staff and users with assistance solving computer-related problems, such as malfunctions and program problems.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Test, maintain, and monitor computer programs and systems, including coordinating the installation of computer programs and systems.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Use object-oriented programming languages, as well as client and server applications development processes and multimedia and Internet technology.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Confer with clients regarding the nature of the information processing or computation needs a computer program is to address.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Coordinate and link the computer systems within an organization to increase compatibility so that information can be shared.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Consult with management to ensure agreement on system principles.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Expand or modify system to serve new purposes or improve work flow.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Determine computer software or hardware needed to set up or alter systems.
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: 4.38 out of 5.
Active Listening
Importance rating: 4.00 out of 5.
Critical Thinking
Importance rating: 4.00 out of 5.
Speaking
Importance rating: 4.00 out of 5.
Writing
Importance rating: 4.00 out of 5.
Active Learning
Importance rating: 3.75 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.
information skills
30.2% of the published ESCO matrix row
communication, collaboration and creativity
27.8% of the published ESCO matrix row
working with computers
27.8% of the published ESCO matrix row
management skills
11.1% 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.
AWS Cloud Quest: Generative AI Practitioner
AWS Cloud Quest: ผู้ปฏิบัติงานด้าน AI เชิงสร้างสรรค์
- Why it is recommended
- This course aligns with working with computers. This group represents 27.8% of the mapped ESCO skill records for ISCO-08 2511.
- Practice output
- Build a prototype with synthetic data, a prompt, output checks, and clear human-escalation cases.
- Study time
- 2 cloud essentials and 8 generative AI assignments
- Cost and access
- AWS states that the course is completely free and requires a Skill Builder account; the deep enrollment link is not currently stable, so the official information page is the safe entry point.
AWS Cloud Practitioner Essentials
พื้นฐานสำหรับผู้ปฏิบัติงานระบบคลาวด์ AWS
- Why it is recommended
- This course aligns with working with computers. This group represents 27.8% of the mapped ESCO skill records for ISCO-08 2511.
- Practice output
- Draw a sample system showing data flows, access, cost assumptions, and recovery points.
- Study time
- 13 modules
- Cost and access
- This is free digital training on AWS Skill Builder and requires an account; the AWS certification exam is separate and paid.
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 30.2% of the mapped ESCO skill records for ISCO-08 2511.
- 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 30.2% of the mapped ESCO skill records for ISCO-08 2511.
- 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 Systems Analysts: use it to practise AI literacy, prompting, output checks, and responsible use.
- Practice output
- Choose one Systems Analysts 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.