4.6AI / 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
Library Clerks in the age of AI: impact evidence and adaptation options
ISCO-08 4411 · Thai source label: เสมียนห้องสมุด
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 4411
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.
Reserve, circulate, renew, and discharge books and other materials.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Enter and update patrons' records on computers.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Provide assistance to teachers and students by locating materials and helping to complete special projects.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Train other staff, volunteers, or student assistants and schedule and supervise their work.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Conduct reference searches, using printed materials and in-house and online databases.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Deliver and retrieve items throughout the library by hand or using pushcart.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Take actions to halt disruption of library activities by problem patrons.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Process print and non-print library materials to prepare them for inclusion in library collections.
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: 3.38 out of 5.
Active Listening
Importance rating: 3.25 out of 5.
Speaking
Importance rating: 3.25 out of 5.
Critical Thinking
Importance rating: 3.00 out of 5.
Learning Strategies
Importance rating: 3.00 out of 5.
Writing
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.
information skills
45% of the published ESCO matrix row
communication, collaboration and creativity
25% of the published ESCO matrix row
working with computers
12.5% of the published ESCO matrix row
management skills
7.5% 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.
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 45% of the mapped ESCO skill records for ISCO-08 4411.
- 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.
Data Fundamentals
พื้นฐานข้อมูล
- Why it is recommended
- This course aligns with information skills. This group represents 45% of the mapped ESCO skill records for ISCO-08 4411.
- Practice output
- Create a small data dictionary with checks for types, blanks, duplicates, and provenance.
- Study time
- 3–10 hours
- Cost and access
- The course is free on IBM SkillsBuild and registration is required for access or completion records.
Google Data Analytics Certificate
ประกาศนียบัตรวิชาชีพด้านการวิเคราะห์ข้อมูลจาก Google
- Why it is recommended
- This course aligns with information skills. This group represents 45% of the mapped ESCO skill records for ISCO-08 4411.
- 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 Library Clerks: use it to practise AI literacy, prompting, output checks, and responsible use.
- Practice output
- Choose one Library 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.
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.