Abstract: Every day the Fire department of the Netherlands work hard to save people's lives. Therefore, they have been investing in Business Intelligence approaches for several years, to get more information for accident prevention and accident fighting. In this paper, Linked Open Data has been used as a business intelligence approach for the creation of dwelling fire risk profiles based on demographic data. During the research a Proof of Concept showed the appliance of Linked Open Data for this purpose. However the data have some quality mismatches, such as: outdated, accuracy issues and not 100% complete. Evaluation session proofed that the outcomes show similarities with a fire incident map and the gut feeling of several firefighters.