The business issue
Organisations competing for scarce AI expertise face more than a remuneration challenge. The project investigated how the employment experience can either protect or weaken strategically important research capability when highly mobile specialists have attractive external options.
Research aim
To investigate the underlying challenges involved in retaining AI specialists within research teams and develop evidence-informed recommendations that support retention, engagement and long-term AI capability.
Method and limitations
The study used a qualitative design with ten semi-structured interviews selected purposively for their relevance to the research question. Responses were analysed thematically. Participation was voluntary and reporting was anonymised. As a small, context-specific qualitative study, the findings offer depth rather than statistical generalisability, and proposed benefits require validation in the organisation where actions are adopted.