Reports suspicious messages
Uses the reporting button or channel whenever a message feels wrong, whether or not they clicked.
Research / Tactics
Manipulation tactic
Pressure to act before thinking.
Uses the reporting button or channel whenever a message feels wrong, whether or not they clicked.
Treats deadlines, threats, and 'act now' language as a signal to slow down, not speed up.
No longer relies on typos and bad grammar as the main warning sign.
Susceptibility and intervention effectiveness varied sharply by staff group, and risk from a few phishing emails lingered about three days. Technical measures (filtering, in-email warnings) worked best, generic [EXTERNAL] tags did little, and some staff reacted to the simulation with fear, shame, guilt, and hostility.
Click-through was 19-28% for generic control phishing, 30-44% for GPT-4 generated emails, 69-79% for emails designed by hand using the V-Triad cognitive-bias rules, and 43-81% for GPT-4 combined with the V-Triad. Large language models were also fairly good at detecting phishing intent, sometimes beating humans, and cut attacker costs.
Merging Cialdini, Gragg and Stajano & Wilson into one set of social-engineering persuasion principles, the authors found authority, strong affect, integrity and reciprocation were the most common in phishing subject lines. Strong-affect and authority emails leaned on 'you/your' wording, reciprocation on 'we/us/our'.
Across a simulation sent to about 62,000 employees, emails carrying authority cues raised the likelihood of clicking a suspicious link. Focus groups pointed to workplace factors, such as routine email habits and work pressures, that shape whether employees fall for spear phishing.