Although, roundabouts have proved significant in improving safety, capacity, and environmental performance, they have shown an increasing crash rate in Oman over the years. This paper aims to evaluate the safety performance of the roundabouts in Oman through the development of crash prediction models to examine the relationship between the geometric, traffic flow variables and crash frequency and severity. These models can determine which variables are the best indicators for safety performance.Generalized Linear Modelling (GLM) technique with Poisson or Negative Binomial Regression (NBR) was carried out to develop these models. Two types of models were developed separately; the flow-based models including only exposure functions, and the full models containing both exposure functions and other significant geometry and traffic variables. The result shows that the 85 th percentile speed, number of lanes at specific approach, entry angle, and circulating width were the most significant variables.It was found that reducing the 85 th percentile speed reduces the total and injuries crashes, however Downloaded by [Athabasca University] at 09:40 21 June 2016 ACCEPTED MANUSCRIPT ACCEPTED MANUSCRIPT 2 increasing the number of lanes in each approach and adding right-turn bypass lane may be the most effective methods to reduce the rear-end accidents.