Role Exposure Framework
SA-AIRS
SA-AIRS is Sriram Advisory's structured lens for interpreting role exposure, career durability, and the pressure a profession may face as AI and automation reshape work.
The question and the approach
Most AI-risk commentary treats a job title as if it has one clear future. In reality, risk sits inside tasks, markets, team structures, hiring filters, and the visible proof a professional can show.
SA-AIRS organizes these signals into a role-exposure view. It asks where work is repeatable, where human judgment still matters, and where a professional needs stronger repositioning.
Questions it helps examine
- Which parts of a role are more exposed to automation or compression
- Why two similar job titles can carry different levels of career risk
- How market pressure, skill signal, and human judgment interact
- Where a professional may need stronger proof of value
An illustrative application
In a QA career analysis, SA-AIRS separates script execution, defect judgment, quality ownership, product context, and business accountability instead of treating QA as one uniform role.
Illustrative example — not a client case study.
A QA engineer, business analyst, recruiter, and data analyst may all face AI pressure, but the source of exposure is different. SA-AIRS helps separate repeatable task risk from market positioning risk and judgment value.
Limits and interpretation
- It does not predict whether a specific person will lose a specific job.
- It should be read as an exposure and repositioning lens, not a deterministic score.
- It depends on current market signals and must be updated as roles change.
This is a conceptual aid for discussion. It is not a validated psychometric instrument, a population ranking or a prediction of employment outcomes. Interpret it alongside the actual work and available evidence.
Questions about this framework
Is SA-AIRS a public scoring template?
No. The public site explains the purpose and interpretation lens. Detailed scoring rubrics are used inside reports, assessments, and advisory work.
Does the framework predict job loss?
No. It helps interpret pressure, exposure, and repositioning options. It is not a guarantee about any individual job or employer.