In spite of the growing importance of software security and the industry
demand for more cyber security expertise in the workforce, the effect of
security education and experience on the ability to assess complex software
security problems has only been recently investigated. As proxy for the full
range of software security skills, we considered the problem of assessing the
severity of software vulnerabilities by means of a structured analysis
methodology widely used in industry (i.e. the Common Vulnerability Scoring
System (\CVSS) v3), and designed a study to compare how accurately individuals
with background in information technology but different professional experience
and education in cyber security are able to assess the severity of software
vulnerabilities. Our results provide some structural insights into the complex
relationship between education or experience of assessors and the quality of
their assessments. In particular we find that individual characteristics matter
more than professional experience or formal education; apparently it is the
\emph{combination} of skills that one owns (including the actual knowledge of
the system under study), rather than the specialization or the years of
experience, to influence more the assessment quality. Similarly, we find that
the overall advantage given by professional expertise significantly depends on
the composition of the individual security skills as well as on the available
information.Comment: Presented at the Workshop on the Economics of Information Security
(WEIS 2018), Innsbruck, Austria, June 201