The main contribution of this work is the comparison of three user modeling strategies based on job titles, educational fields and skills in LinkedIn proles, for personalized MOOC recommendations in a cold start situation. Results show that the skill-based user modeling strategy performs best, followed by the job- and edu-based strategies.