Is your role safe, or are you watching the slow end of it? Most professionals feel this question but never examine it. This instrument audits your role's substitutability, its complementarity with AI, and the structural protections around it before the answer becomes obvious.
10 questions3 dimensionsSubstitutability vs complementarity4 safety signals
68% of Indian white-collar professionals expect their roles to be at least partially automated within five years. But exposure alone does not determine outcome. A role can be highly exposed to AI and still be growing, because AI makes it more valuable, not less necessary. This audit examines your specific role and tells you which side of that line you are on.
What this instrument measures and the frameworks behind it
The critical distinction this instrument makes: Most conversations about AI and jobs conflate exposure and displacement. A role can be highly exposed to AI while becoming more valuable because of it. This instrument separates the two.
Dimension 1: Task Substitutability, What percentage of the role's core tasks can AI perform without human involvement? Grounded in Frey and Osborne's Automation Probability Framework (2017) and SHRM Automation and AI Survey (2025).
Dimension 2: Role Complementarity, Does AI make this role more valuable or less necessary? Grounded in Cazzaniga et al., IMF Working Paper (2024), the displacement vs complementarity typology that distinguishes high-exposure/high-complementarity roles from high-exposure/low-complementarity roles.
Dimension 3: Structural Protection, Are there non-technical barriers protecting this role from displacement? Grounded in SHRM (2025) finding that 63.3% of all employment has at least one non-technical barrier to automation.
What this is not: A prediction. A guarantee. An occupational classification tool. This instrument captures your honest self-assessment. The quality of the output depends on the honesty of your answers.
Context5%
Before you begin
Two context questions
Not scored. These calibrate what "safe" means in your situation.
"Exposed and endangered are not the same thing. I kept noticing that people were collapsing two very different situations into one fear. This instrument separates them."
-- Pranjal Sarkar
Your feedback
How accurately did this result reflect your actual situation?
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About this instrument
The Role Safety Audit, A2
Why I built this
Role safety is not about whether AI can do your job. It is about whether your specific combination of skills, judgment, and domain depth is the kind that compounds or the kind that gets replaced. This instrument makes that distinction specific.
How to use this report
The signal is the starting point. Each dimension card gives you a specific action. Do not read the result passively. The actions are the value.
What not to do
Do not share this result as proof your role is safe or unsafe to anyone who has not taken it themselves. Do not make a major career decision based solely on this result.
This instrument does not constitute professional advice. The Role Safety Audit is a structured self-reflection tool for informational and educational purposes only. It is not career counselling, financial advice, legal advice, or any form of professional consultation. Nothing in the results should be treated as a recommendation to take or refrain from any specific action.
No liability for decisions made. Pranjal Sarkar, this website, and any associated entities accept no responsibility or liability whatsoever for any decision, action, consequence, loss, harm, or outcome resulting directly or indirectly from your use of this instrument. You alone are responsible for the decisions you make.
Not clinically or statistically validated. The questions, scoring weights, and signal thresholds are practitioner-designed based on referenced frameworks including Frey and Osborne (2017), Cazzaniga et al. IMF (2024), and SHRM Automation and AI Survey (2025). They have not been statistically validated against population norms or peer-reviewed as a composite instrument.
By completing this instrument, you acknowledge that you have read and understood this disclaimer and that you will not hold Pranjal Sarkar or any associated party responsible for any outcome arising from your use of this instrument.