Restoring your saved mode and lab work…
The job description is the system’s reference point. Look for requirements that could be misread, over-weighted or quietly turned into rejection rules.
London / Hybrid · Full-time · £32,000–£38,000
Support product discovery, user research, data analysis and delivery planning across multidisciplinary teams. This is an entry-level role where equivalent practical experience, transferable skills and learning ability should be considered alongside direct product experience.
HireAI has been told to rank candidates against the job description and produce a shortlist recommendation. The supplier claims the system considers equivalent experience, but has not provided subgroup fairness testing, feature-weight evidence or representative validation data.
Consider exact keywords, years of experience, degree status, CV style, employment gaps and how “equivalent” experience would be recognised.