AI Impact Analysis - Role Directory
Every role. Every department. What AI actually changes.
Each role analysis maps the specific tasks AI is automating, the skills rising in value as a result, and how the day-to-day work shifts for people in that role.

Browse role analyses
Each analysis breaks down what AI automates, what it augments, and which skills are rising in value - for a specific role.
Find your function
Select a department to see every role we've analysed and how AI is changing what people in that function actually do.
Finance
AI automates transaction processing, variance analysis drafting, and management report generation, shifting analyst time toward interpretation and client advisory work.
Human Resources
Workforce planning models and candidate screening are increasingly AI-assisted, while the judgment-intensive work of managing people and organisational change remains human.
Technology
Code generation and documentation are being automated at speed, raising the value of system design, architecture decisions, and the ability to evaluate AI outputs critically.
