How do I start a career in AI?
A route into AI work from the job you have: the AI skills to learn first, whether you need to code, and the paths into Core AI roles, from job postings.
What AI skills are employers looking for?
The AI skills employers ask for most, the ones candidates most often lack, and which matter in each field, measured across tens of thousands of postings.
What AI jobs don't require coding?
The roles that ask for AI skills but hardly any coding, the AI skills they want instead, and the roles where coding is required, from job-posting data.
What AI jobs are in demand?
The AI-related roles with the most job postings, where Core AI work is actually posted, and how many companies hire for each role.
Which jobs are becoming AI-enabled?
How much AI demand is Core AI and how much is AI-enabled, which roles are which, and the direction employers are taking each role.
Which jobs are most affected by AI?
Automation exposure for every role we track, scored from job descriptions, and how employers are reshaping the most exposed roles rather than cutting them.
How is AI changing jobs?
The directions employers are taking roles as they adopt AI, how widespread each is, and the skills and responsibilities they add, from job postings.
What jobs will AI create?
Mostly new AI specialisms inside existing jobs: the titles our analysis of postings points to, by direction, and the few that are new AI job names.