What is the AI Kill Threshold?

The AI Kill Threshold is a probability (0-100%) indicating how likely your occupation will be replaced by AI. It is calculated using the Swiss Cheese Barrier Model across four independent dimensions: Learnability, Evaluation Objectivity, Risk Tolerance, and Human Presence.

How is the replacement probability calculated?

Using a Weighted Power Mean with r=-2 across four dimensions. Learnability has weight 0.30, Evaluation Objectivity 0.25, Risk Tolerance 0.20, Human Presence 0.25. An additional E+O interaction bonus applies when both knowledge is explicit and evaluation is objective.

What data sources does AIR use?

AIR aggregates from BLS OES 2023 (798 occupations employment data), O*NET (task structure labels), Eloundou et al. 2023 (LLM exposure measurement across 19,265 tasks), OpenAI GDPval (AI vs human expert blind evaluation), and the World Economic Forum Future of Jobs Report 2025.

How does AIR differ from MBTI?

MBTI measures personality. AIR measures occupational AI-replacement risk. Both use four binary dimensions producing a 4-letter code, but AIR's dimensions are grounded in automation economics literature and the output is backed by employment data from 798 real occupations.

What is the current industry-wide AI replacement rate?

As of 2026, the employment-weighted industry-wide AI replacement rate is 24.7%, calculated as Task Exposure (34.8%, Eloundou et al. 2023) times AI Win Rate vs human experts (71.3%, OpenAI GDPval).

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TSRP

The Last Call

“In chaos, you decide who lives — AI freezes”

Low Risk

Replacement Probability

10%–24%

Predicted Year Range

2043–2060

Risk Tier

Low Risk

Tacit + Subjective + Rigid + Product: Physical experience + subjective quality + irreversible errors

Superpower

Irreversible physical decisions under extreme uncertainty — no training data exists for this

Kryptonite

Predictive AI may reduce the chaos you thrive in

Four Barrier Dimensions

Learnability — Tacit (T)

Can AI acquire and learn the knowledge and skills your job requires?

Evaluation Objectivity — Subjective (S)

Does your work have a "right answer"? Can quality be objectively measured?

Risk Tolerance — Rigid (R)

If AI makes a mistake, can the consequences be tolerated? Can its output be trusted?

Human Presence — Product (P)

Is your value in "what you produce" or "who you are"?

Why This Profile Is Exposed

Only the output matters — if AI ever achieves the physical skill, subjective judgment, and safety record, the "who did it" question won't protect you.

Natural Defenses

Tacit knowledge + subjective judgment + irreversible consequences = the extreme judgment barrier. Emergency doctors, special forces, elite risk assessors — wrong decisions are permanent.

Typical Occupations

Protective Service (33), Military Specific (55), Healthcare Practitioners & Technical (29) — emergency medicine

Sample Career Risk Scores

Police and Sheriff's Patrol Officers
Discretionary force, community accountability, and real-time threat assessment must remain human
3
Detectives and Criminal Investigators
Investigative judgment and witness interviews require contextual intelligence and legal authority
3
Security Guards
Physical deterrence and rapid response to unpredictable situations require human presence
2
First-Line Supervisors of Police and Detectives
Command decisions in dynamic situations carry both legal and moral accountability
2
Correctional Officers and Jailers
Facility safety and inmate management in confined environments require constant human judgment
2
Firefighters
Dynamic fire suppression and rescue operations in unpredictable emergencies are irreducibly human
2

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