gGradLaunchPHASE 1 FINDINGSRESEARCH SERIES / 01
AI, EMPLOYABILITY & THE ADVICE WE TRUST

Everyone
has advice.
Who do you
believe?

A closer look at how students navigate AI, the unwritten rules of recruitment, and the search for a way into work.

Explore the findings

GradLaunch / Phase 1 · Working report

An applicant surrounded by competing sources of adviceSOCIAL FEEDSCAREERS ADVISERSAI TOOLSFRIENDS & FAMILYCV SCORESEMPLOYERSTHE APPLICANTNow what?

Many sources. Different signals. A decision to make.

An exploratory look at AI and the transition into work.
21 transcripts
13 reported institutions
04 working themes
THE ARGUMENT

Participants describe catching invented qualifications, inflated responsibilities and achievements that never happened. Yet checking a claim about their own experience can be easier than judging advice about an unfamiliar hiring process. That uneven access to credible guidance connects the four themes: where recruitment beliefs come from, how advice is judged, what claims can be defended, and who is available to help.

A QUESTION WORTH SITTING WITH
“Help me work out which jobs I can realistically do. Before it writes the application.”
P16 · Business student · Q18
THE EVIDENCE / IN CONTEXT