How It Works · Last updated April 2026

How Job Security Meter Works

We analyse the actual content of your resume and LinkedIn profile — not a generic job title — using our specialized Large Language Models, each guided by expert-designed prompts grounded in published automation research.

Proprietary risk scoringAdvanced career roadmaps5-dimensional frameworkPersonalised to your resume

The Framework

Our 5-Dimensional Analysis

Each profile is processed through a multi-stage hyper-dimensional evaluation engine across five weighted dimensions. The composite score (0–100) represents a precise, proprietary synthesis of career durability and role-specific resilience.

01

Hyper-Dimensional Task Vectoring

30% Intensity

A deep-layer decomposition of task-level heuristics. Our models perform high-fidelity vector mapping against a global repository of localized automation pressure points.

02

Heuristic Reasoning Synthesis

25% Intensity

Evaluation of non-linear strategic ownership and complex judgment cycles. We calculate the structural integrity of your 'cognitive moat' against advanced multi-modal replication.

03

Bio-Relational Trust Anchors

20% Intensity

A multi-stage assessment of human-anchored relational capital. This index measures interpersonal accountability loops that are structurally impossible for silicon-based architectures to simulate.

04

Quantum Obsolescence Index

15% Intensity

Real-time cross-evaluation of skill-fusion points. Our engine utilizes high-velocity data to calculate the drift rate of your specialized expertise against the evolving AI capability horizon.

05

Macro-Disruption Synthesis

10% Intensity

A macro-economic audit of sector-specific volatility. Factor analysis includes structural adoption barriers, regulatory bottlenecks, and systemic industry-wide paradigm shifts.

The Technology

State-of-the-art
AI models

Risk Analysis Engine

Proprietary · Free analysis

Used for initial risk scoring and the 5-dimensional breakdown.

Strategic Roadmap Engine

Specialized · Premium roadmaps

Used for full 6-month career roadmap generation (premium tier).

Prompt Grounding

Research-backed
prompts

Our models are instructed with expert-designed prompts informed by:

  • Oxford University's automation research framework (Frey & Osborne, 2013)
  • McKinsey Global Institute employment studies
  • Current AI capability assessments (2026)
  • Labour market trend analysis

Consolidated Registry

For a full breakdown of every probability, O*NET code, and salary projection used on this site, visit our official research registry.

View Primary Research Sources →

What makes it personalised

We analyse the actual content of your resume and LinkedIn profile — not a generic job title. This gives you a score based on your specific experience, skills, and career trajectory.

🔒 Your Data

Privacy-first processing

Your resume is processed securely on our servers and never shared with third parties or used to train AI models without your explicit consent.

⚠️ Limitations

What we can't predict

Our AI cannot predict company-specific decisions, or fully account for personal network strength, geographic advantages, or industry-specific regulations. Use this as one informed data point — not the only one.

Sources & Primary Data

Our methodology is grounded in peer-reviewed academic research and government data. View our full Research Registry for role-specific O*NET mappings.

  1. 1

    Frey, C.B. & Osborne, M.A. "The Future of Employment: How Susceptible Are Jobs to Computerisation?" Oxford University Programme on the Impacts of Future Technology, 2013.

    View source →
  2. 2

    McKinsey Global Institute. "Jobs Lost, Jobs Gained: Workforce Transitions in a Time of Automation." McKinsey & Company, 2017.

    View source →
  3. 3

    Research into Labor Market Impact of Large Language Models. Technical Assessment, 2023-2024.

    View source →

See the Analysis in Action

Upload your resume and get your personalised 5-dimensional score in 30 seconds — free.

Analyse My Career Risk