5.6AI / 10
Use the score to choose where to start adapting
Gradient 3Compare 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
Mathematicians, Actuaries and Statisticians in the age of AI: impact evidence and adaptation options
ISCO-08 2120 · Thai source label: นักคณิตศาสตร์ นักคณิตศาสตร์ประกันภัย และนักสถิติ
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 2120
AI exposure groupGradient 3
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.
Ascertain premium rates required and cash reserves and liabilities necessary to ensure payment of future benefits.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Analyze statistical information to estimate mortality, accident, sickness, disability, and retirement rates.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Design, review, and help administer insurance, annuity and pension plans, determining financial soundness and calculating premiums.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Collaborate with programmers, underwriters, accounts, claims experts, and senior management to help companies develop plans for new lines of business or improvements to existing business.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Determine, or help determine, company policy, and explain complex technical matters to company executives, government officials, shareholders, policyholders, or the public.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Testify before public agencies on proposed legislation affecting businesses.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Provide advice to clients on a contract basis, working as a consultant.
Use this source statement to identify repetitive work, review points, and work that still depends on human judgement.
Construct probability tables for events such as fires, natural disasters, and unemployment, based on analysis of statistical data and other pertinent information.
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.
Mathematics
Importance rating: 5.00 out of 5.
Active Listening
Importance rating: 4.25 out of 5.
Critical Thinking
Importance rating: 4.25 out of 5.
Reading Comprehension
Importance rating: 4.25 out of 5.
Speaking
Importance rating: 4.25 out of 5.
Writing
Importance rating: 4.25 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
43.4% of the published ESCO matrix row
communication, collaboration and creativity
40.8% of the published ESCO matrix row
working with computers
9.3% of the published ESCO matrix row
management skills
5.3% 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 43.4% of the mapped ESCO skill records for ISCO-08 2120.
- 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 43.4% of the mapped ESCO skill records for ISCO-08 2120.
- 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 43.4% of the mapped ESCO skill records for ISCO-08 2120.
- 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 Mathematicians, Actuaries and Statisticians: use it to practise AI literacy, prompting, output checks, and responsible use.
- Practice output
- Choose one Mathematicians, Actuaries and Statisticians 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.