Tool 01

Role Change Checker

Roles rarely change all at once. They change one task cluster at a time.

Explore restructuring pressure, machine-fit layers, the human core, and the likely direction of role change.

Choose a role

Featured examples

Reading note

Choose a role to generate a reading.

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Role examples without JavaScript

This interactive checker needs JavaScript to search the full role dataset. The examples below provide static sample readings from the same structured data.

Warehouse Worker

Handles inventory movement, scanning, sorting, and on-site operational support.

High restructuring pressure: A large share of the routine layer can be standardized, measured, and shifted into robotic, automated, or tightly managed systems.

Machine-fit layer

repetitive transport
barcode scanning
inventory movement tracking

Human core

exception judgment
safety intervention
team coordination

Data version 1.0; updated 2026-03-28.

Cashier

Handles checkout flow, payment interaction, basic service guidance, and transaction support.

Moderate restructuring pressure: Some parts of this role are fairly easy to automate, but the role still depends on people when context, accountability, or exception handling take over.

Machine-fit layer

basic payment handling
checkout flow
price verification

Human core

complaint handling
unusual requests
trust restoration

Data version 1.0; updated 2026-03-28.

Care Worker

Supports daily living, physical routines, observation, reassurance, and relationship-centered care.

Low restructuring pressure: Most of this role is not easy to automate cleanly, because too much of the value sits in judgment, responsibility, or live adaptation.

Machine-fit layer

lifting assistance
scheduling support
monitoring support

Human core

relational support
context-sensitive care
trust-building

Data version 1.0; updated 2026-03-28.

For interpretation rules, see the method and sources pages.